{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicting Crashes in Financial Markets - Linear Regression\n",
    "- Datasets: S&P500 (USA), Nikkei225 (Japan), SSE (Shanghai/China), HSI (Hong Kong), BSESN (India), SMI (Switzerland), BVSP (Brazil)\n",
    "- Model: Linear Regression\n",
    "- Number of features: 504 (252 past days of price chages and volatility for each trading date)\n",
    "- Response variable: Crash within 1 / 3 / 6 months (0: no, 1:yes)\n",
    "- Crash definition: Drawdown in 99.5% quantile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "from sklearn import linear_model, metrics\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import fbeta_score, make_scorer\n",
    "from datetime import datetime, timedelta\n",
    "from pylab import rcParams\n",
    "import os\n",
    "import importlib\n",
    "import sys\n",
    "import warnings\n",
    "if not sys.warnoptions:\n",
    "    warnings.simplefilter('ignore')\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models')\n",
    "from prepare_data import DataLoader\n",
    "from evaluate_results import EvaluateResults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -------------------- Data preparation -------------------- #\n",
    "os.chdir('../data')\n",
    "datasets_original = ['^GSPC.csv', '^N225.csv', 'SSE.csv','^HSI.csv', '^BSESN.csv',\\\n",
    "                     '^SSMI.csv', '^BVSP.csv']\n",
    "dataset_names = ['S&P 500', 'N225', 'SSE', 'HSI', 'BSESN', 'SMI', 'BVSP']\n",
    "\n",
    "# specify drawdown thresholds for crashes (determined in exploration.ipynb):\n",
    "# crashes according to Jacobsson:\n",
    "crash_thresholds = [-0.0936, -0.1101, -0.1269, -0.1470, -0.1703, -0.1106, -0.2344]\n",
    "# crashes according to Sornette:\n",
    "# crash_thresholds = [-0.1053, -0.1495, -0.1706, -0.2334, -0.1563, -0.1492, -0.2264]\n",
    "months = [1, 3, 6]   # <-- predict if crash n months ahead (use: 1, 3 or 6)\n",
    "data = DataLoader(datasets_original, dataset_names)\n",
    "datasets_revised, crashes = data.get_data_revised(crash_thresholds)\n",
    "dfs_x, dfs_y = data.get_dfs_xy(months=months)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Linear Regression - validation data: N225\n",
      "Train Linear Regression - validation data: SSE\n",
      "Train Linear Regression - validation data: HSI\n",
      "Train Linear Regression - validation data: BSESN\n",
      "Train Linear Regression - validation data: SMI\n",
      "Train Linear Regression - validation data: BVSP\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Train Linear Regression -------------------- #\n",
    "model_name = 'Linear Regression'\n",
    "test_data = 'S&P 500'\n",
    "month_prediction = 3\n",
    "index_test = [i for i, name in enumerate(dataset_names) if name == test_data][0]\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "training_set_names = list(dataset_names)\n",
    "training_set_names.pop(index_test)\n",
    "dfs_x_training = list(dfs_x)\n",
    "dfs_x_training.pop(index_test)\n",
    "dfs_y_training = list(dfs_y)\n",
    "dfs_y_training.pop(index_test)\n",
    "y_train_all, y_val_all = [], []\n",
    "y_pred_train_all, y_pred_val_all = [], []\n",
    "for val_data in training_set_names:\n",
    "    x_train, y_train, x_val, y_val = data.get_train_test(dfs_x_training, dfs_y_training, \\\n",
    "            training_set_names, test_data=val_data)\n",
    "    y_train, y_val = y_train[:, index_month].astype(int), y_val[:, index_month].astype(int)\n",
    "    y_train_all.append(y_train)\n",
    "    y_val_all.append(y_val)\n",
    "    print('Train ' + str(model_name) + ' - validation data: ' + str(val_data))\n",
    "    lm = linear_model.LinearRegression()\n",
    "    model = lm.fit(x_train, y_train)\n",
    "    y_pred_train = model.predict(x_train)\n",
    "    y_pred_train_all.append(y_pred_train)\n",
    "    y_pred_val = model.predict(x_val)\n",
    "    y_pred_val_all.append(y_pred_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Find best threshold -------------------- #\n",
    "beta = 2\n",
    "rcParams['figure.figsize'] = 14, 4\n",
    "eval_ = EvaluateResults(y_train_all, y_val_all, y_pred_train_all, y_pred_val_all, model_name,\\\n",
    "            test_data)\n",
    "eval_.find_threshold(beta=beta, threshold_min=0.01, threshold_max=0.15, resolution=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression\n",
      "\n",
      "\n",
      "Predict crash in:            3 months\n",
      "Threshold for positives:     0.075\n",
      "Number of features:          16\n",
      "Number of rows for training: 42842\n",
      "\n",
      "\n",
      "Results for each train/val split:\n",
      "                       N225   SSE   HSI  BSESN   SMI  BVSP\n",
      "positive actual train  0.04  0.04  0.04   0.04  0.04  0.04\n",
      "positive pred train    0.18  0.17  0.18   0.18  0.16  0.17\n",
      "precision train        0.14  0.12  0.12   0.13  0.12  0.12\n",
      "recall train           0.60  0.47  0.50   0.50  0.46  0.46\n",
      "accuracy_train         0.83  0.83  0.82   0.82  0.84  0.83\n",
      "score_fbeta train      0.37  0.30  0.31   0.31  0.29  0.30\n",
      "positive actual val    0.05  0.04  0.04   0.04  0.05  0.04\n",
      "positive pred val      0.24  0.17  0.18   0.17  0.15  0.12\n",
      "precision val          0.07  0.16  0.11   0.10  0.16  0.20\n",
      "recall val             0.36  0.72  0.50   0.43  0.42  0.57\n",
      "accuracy val           0.75  0.85  0.82   0.83  0.85  0.88\n",
      "score fbeta val        0.20  0.42  0.29   0.26  0.32  0.42\n",
      "\n",
      "\n",
      "Results - average over all train/val splits:\n",
      "Positive train cases actual:            0.04\n",
      "Positive train cases predicted:         0.17\n",
      "Avg precision train (model/random):     0.13 / 0.04\n",
      "Avg recall train (model/random):        0.5 / 0.17\n",
      "Avg accuracy train (model/random):      0.83 / 0.8\n",
      "Score train fbeta:                      0.31 / 0.11\n",
      "Positive validation cases actual:       0.04\n",
      "Positive validation cases predicted:    0.18\n",
      "Avg precision validation (model/random):0.13 / 0.04\n",
      "Avg recall validation (model/random):   0.5 / 0.18\n",
      "Avg accuracy validation (model/random): 0.83 / 0.79\n",
      "Score validation fbeta:                 0.32 / 0.11\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Evaluate results -------------------- #\n",
    "threshold = 0.075\n",
    "beta = 2\n",
    "print(model_name)\n",
    "print('\\n')\n",
    "print('Predict crash in:            ' + str(month_prediction) + ' months')\n",
    "print('Threshold for positives:     ' + str(threshold))\n",
    "print('Number of features:          ' + str(dfs_x[0].shape[1]))\n",
    "print('Number of rows for training: ' + str(len(y_pred_train_all[0]) + len(y_pred_val_all[0])))\n",
    "print('\\n')\n",
    "eval_.training_results(threshold, training_set_names, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test results (test set: S&P 500):\n",
      "Positive test cases actual:         0.04\n",
      "Positive test cases predicted:      0.16\n",
      "Precision test (model/random):      0.15 / 0.04\n",
      "Recall test (model/random):         0.59 / 0.16\n",
      "Accuracy test (model/random):       0.84 / 0.81\n",
      "Score test fbeta:                   0.37 / 0.1\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Test model -------------------- #\n",
    "x_train, y_train, x_test, y_test = data.get_train_test(dfs_x, dfs_y, dataset_names, test_data)\n",
    "y_train, y_test = y_train[:, index_month].astype(int), y_test[:, index_month].astype(int)\n",
    "lm = linear_model.LinearRegression()\n",
    "model = lm.fit(x_train, y_train)\n",
    "y_pred_test = model.predict(x_test)\n",
    "y_pred_test_bin = eval_.test_results(y_test, y_pred_test, threshold, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Cu3La0Tn3MvAyQLdu3Vy/fv0ybd+wYQNVqlQJQpMK3uTJk+nbty8DBw4s6qaUKBEREXTu3Lmom2GMMcaUWPPnw9+mZV9/IjmcflFRp3/gF14o9QOFBCoYAfInwEQRmYU+nHfYObc7CMctttLT03nkkUeKuhnGGGOMKYOGDMl5vSUyBk+eOcgi8h6wFDhLROJF5EYRuUVEbvHsMg/YAmwGXgFuK7DWFoJt27Zx9tlnc9111xEdHc0VV1xBUlISTZs25ZFHHqF37968//77jBs3jrlz5wKwfPlyevbsSceOHTnnnHNITEwkPT2de++9l+7duxMdHc1LL71UxFdmjDHGmNJk9IVaQ2HSNXu466q9JCaFcCLFwuRgyLMH2Tk3Jo/tDvhz0FrkceedsHp1cI/ZqRNMn573fhs3buS1116jV69e3HDDDbzwwguApgcsXrwYgPnz5wOQkpLC6NGjmT17Nt27d+fIkSNUqFCB1157jcjISJYvX86JEyfo1asXF110kZU4M8YYY8wZqVwZxg/cRpJUAqB2tTRqVUvDOeHVj2ox9uIEIitnFHErSzYbSS8HjRo1olevXgCMHTv2ZFA8evTobPtu3LiRevXq0b17dwCqVq1KuXLl+PLLL3nzzTfp1KkTPXr0ICEhgd9++63wLsIYY4wxpc6JE3D0KNSqmkLVyukANG9wgro1UwGY+GRjHnsjsGq76en6MtkFIwe5QATS01tQspYj8y5XqlQp277OuRzLlznneO655xg0aFDBNNIYY4wxZc6+fTqtWTWVG4fupW2zZC4fcIjVGyuc3CeQesifxUYy7O4WRFZOZ/OHa6lZzSJlf9aDnIPt27ezdOlSAN577z169+6d675nn302u3btYvny5QAkJiaSlpbGoEGDePHFF0lN1V90mzZt4tixYwXfeGOMMcaUWitW6LRD00Tq1krj+mEJiEDDqNST+6Sk5p2H/NIHtXBOOJRYjvh94QXV3BLLAuQctGnThpkzZxIdHc2BAwe49dZbc903PDyc2bNnc/vtt9OxY0cuvPBCkpOTGT9+PG3btqVLly60b9+em2++mbS0tEK8CmOMMcaUNosWQUQEdG99ONP62tXT+HHmBqJqpnLoaGiex9l3IOzk/NEkCwezKrYpFkUpJCSE//73v5nWbdu2LdPyDL+6gN27d2fZsmXZjjNt2jSmTcuhUKExxhhjzGlYuBDOOw/Cw7LnUXRvl0Sd6qkcSsw7QE44HEqTeieI212eY8kWIGdln4gxxhhjTAlw4IBW+OrbN/d9akamsyfB1zv88ge16HHd2SQl+9IuJvyjMb/HR9CkXgoAR5PyDqjLGguQs2jatClr164t6mYYY4wxxmQya5Y+gDdiRO77dG97jFW/ViQpWfhyWRVuntaEH9dVYtuu8qSmwccxkbz6UW0A6nkqX1iKRXb2iRhjjDHGlACbNkGlStCxY+77XNAtkZTUEL5fU5mffq14cn3C4XJMeak+Iya1BCC6VRI3X74fwFIscmA5yMYYY4wxxVhqKsTFwY4d0KgR5FBd9qSeHY8CsOrXiuw/5AvzEg6HsmRNZQBaNkpmzXsbOHZcA+ODRywczMp+MhhjjDHGFGN//jO0agUffKAB8qlEVs6gWpU0tu8JZ9+BMET0Yb4/DpUjNMRRpVI6q97eAEDFiAzOapLMp7GRBX0JJY4FyMYYY4wxxdhHH/nmq1bNe//GdVOI2xPOvoPlaNc8GYBd+8M5mhRK745HqVJJh6EW0ZSMzTvKF0SzS7Ti3ae+bBkcOhS841WrBueeG/DuDz/8MJUrV2bSpEnBa4PHtm3b+P7777nqqquCfmx/Xbt2ZenSpYSHF2wR8KZNm7JixQpq1apVoOcxxhhjypKkJNi/H664AubOhfPPz/s957Q7xttf1CQiPIMLuiVy4EgoX3xflaPHQ2haP/OIeQ3rpPDHoTCSTwgRBXQNJVHx7kE+dAhq1w7eK5jB9hnatm0b7777br7fl56PQdO3bdtGgwYN8h0c24AmxhhjTNE4cAC6dfONmLdli04vv1zn//znvI/x4Lg9pKbpKHnN6qfQtlkyy36pzIatFahUISPTvg2jtNTbvc825O7144N5KSVa8Q6Qi8Cjjz7KWWedxcCBA9m4cePJ9atXr+bcc88lOjqakSNHcvDgQfbt20fXrl0BWLNmDSLC9u3bAWjRogVJSUmMGzeOO+64g549e9K8eXPmzp0LwAMPPEBsbCydOnXimWeeYcaMGUycOPHk+YYOHUpMTAwAlStXZvLkyfTo0YOlS5fStGlTpkyZQpcuXejQoQO//vprjtfyxRdfMHjw4Gzrly9fTs+ePenYsSPnnHMOiYmJzJgxg1GjRnHppZdy0UUXcfToUQYMGHDyHB9//DEAx44d45JLLqFjx460b9+e2bNnnzzuc889l2ebjDHGGJO72FhYuRKmT9fl337TaatW0KwZhAQQuTVvmMK1FycA0KHlcV7+SxwVI7SDrXLWALmOlnr7z5w6PLP1FPXjyhgLkP2sXLmSWbNm8dNPP/HBBx+wfPnyk9uuvfZannjiCX7++Wc6dOjA1KlTqVOnDsnJyRw5coTY2Fi6detGbGwscXFx1KlTh4oVtbzK7t27Wbx4MZ999hkPPPAAAI8//jh9+vRh9erV3HXXXads17Fjx2jfvj0//PADvXv3BqBWrVqsWrWKW2+9lX/+8585vm/+/PnZAuSUlBRGjx7Ns88+y5o1a/j666+pUKECAEuXLmXmzJl8++23RERE8OGHH7Jq1Sq+++477rnnHpxzzJ8/n/r167NmzRrWrl2b6fiBtMkYY4wxuVu1Sqf/+5/e+Pb21bVokb/jPDtpBx889TvXXpJAswYp3HqFlnTLWgGjYZ2UM2xx6WQBsp/Y2FhGjhxJxYoVqVq1KsOGDQPg8OHDHDp0iPM9iT/XXXcdixYtAqBnz54sWbKERYsW8dBDD7Fo0SJiY2Pp06fPyeOOGDGCkJAQ2rZty969e/PdrtDQUC6//PJM6y677DJAc4yzDoMNGgjHx8fTvHnzTOs3btxIvXr16N69OwBVq1alXDlNRb/wwgupUaMGAM45HnroIaKjoxk4cCA7d+5k7969dOjQga+//pr777+f2NhYIiN9T77m1SZjjDHG5O7ECXjkEZ1PTob58yEmRnuPq1XL37GqVMpg5AWHTvY4D+ieCMCKDRUz7dfA04NsMrMAOQs5VXHBHPTp0+dkr/Hw4cNZs2YNixcvpq/fOJDly/ueDnUu+9jpAOXKlSMjw3fbIzk5+eR8REQEoaGZh4H0HjM0NDTHnOHY2NiTvc3+nHO5XmOlSpVOzr/zzjvs37+flStXsnr1aqKiokhOTqZ169asXLmSDh068OCDD/KI97/kANpkjDHGlHXvvw8jR0JO/UjeG9d9+2pP78SJsGABjBlz5uft1zWRts2PM/WmXZnWV66YwTWedAyA9Iz8xUGllQXIfvr27cuHH37I8ePHSUxM5NNPPwUgMjKS6tWrExsbC8Bbb711sje5b9++vP3227Rq1YqQkBBq1KjBvHnz6NWr1ynPVaVKFRITE08uN23alNWrV5ORkcGOHTv48ccfz+ha5s+fz5AhQ7KtP/vss9m1a9fJ9JHExMQcg9nDhw9Tp04dwsLC+O6774iLiwNg165dVKxYkbFjxzJp0iRWee8FGWOMMeaU0tLgvvu0bFuzZjpNT4fDh6FhQ/DefH71VV1OSICePWHy5DM/d4UIx7o567nw3MRs2/5z3/aT80fTrJYFFPcyb9WqaW2TYB7vFLp06cLo0aPp1KkTTZo0yZQmMXPmTG655RaSkpJo3rw5b7zxBqCBLXCyx7h3797Ex8dTvXr1U54rOjqacuXK0bFjR8aNG8edd95Js2bN6NChA+3bt6dLly5ncKEQExOTqXfXKzw8nNmzZ3P77bdz/PhxKlSowNdff51tv6uvvppLL72Ubt260alTJ84++2wAfvnlF+69915CQkIICwvjxRdfPKN2GmOMMWXF//6Xued45Ej4+GN9EG/nTt/6xo3hgQe0YsWdd0KWm8hBV7VyBi89FMfN05pwNLU8NmwISG63/DPtJDIYeBYIBV51zj2eZXsT4HWgNnAAGOuciz/VMbt16+ZWeGuYeGzYsIE2bdrk6wJMdvHx8UyYMIEvvviiqJuSjf2NjTHGlFUXXwzr1+toeIsX67pWraB+fVi4UFMsKlcGT58U+/dDrVq5DC09f76WsA2S9+ZX56q/NmfDqMmcnbRKE6IbNIAZM4J2juJARFY657rltV+eKRYiEgo8DwwB2gJjRKRtlt3+CbzpnIsGHgEey3+TTbA0bNiwWAbHxhhjTFn1/vvwxReaTxwbC97Hjn77TYPjIUO0/rE3OAaNf/P5aNRpq1xRG5SYaqPqQWApFucAm51zWwBEZBYwHFjvt09bwFur7DvgI4wxxhhjDACvvaY1jL2D8/oHvo88or3LRalKRa2TnJgSAfacXkABcgNgh99yPNAjyz5rgMvRNIyRQBURqemcS/DfSURuAm4CiIqKOjkQhldkZCRHjhzJdyUJUzI450hOTs72dzfGGGMKW3JyCCkpIVStqg+qHzlSjtjYWlx88Z6g99ouXVqTL79sz5VX7uCXX7acXN+3bzsWLapNz54xJCZqSbeApaTAaZSOzc3G5OPAWSxt1ZmQ9pHgHISF5bNRpUeeOcgiMgoY5Jwb71m+BjjHOXe73z71gf8AzYBFaLDczjl3OLfj5pSDvHXrVqpUqULNmjUtSC5lnHMkJCSQmJhIs2bNiro5xhhjyrATJ6BiRU1zWLcOWreGmjXhyBFYuxbatQvu+Zo1g8hIWLoUPGNzAVrV4sgR8AxBkD9BzkHeuK08Z1/RnrcveJWrK35U5nOQA+lBjgca+S03BDIV0XPO7QIu85y4MnD5qYLj3DRs2JD4+Hj2B7NyhSk2IiIiaNiwYVE3wxhjTBn34Ye+HOBnntH0hiNHdHnfvuAGyMeOaeWKRx/NHBwDlCt3msFxAahSyZODnBIBFfPYuQwIJEBeDrQSkWbATuBK4Cr/HUSkFnDAOZcBPIhWtMi3sLAw6100xhhjTIF68UVo0gTi4jRI3b3bty0hIff3nY7fftNpy5bBPW6weXOQj6bZQ3oQQBUL51waMBFYAGwA5jjn1onIIyIyzLNbP2CjiGwCooBHC6i9xhhjjDGn7fBhWLQIbrgB2rbVUmqH/e55T58evHM5B089pfM9sj69VcxUqqA9yEdTbaAQCHCgEOfcPGBelnWT/ebnAnOD2zRjjDHGmODyDsjRurWm8O7dC4cOaVUJ52DJklO/PyNDg+qoqLzPFRMD774Lt9yiPdbFWUgIhEkqJ9KL9xhyhcWGmjbGGGNMmeFNp6hXT4PWLVu0B7l2bejXL+/3/+UvULcufPutDhOdnJzzfrNnQ//+OojvM88ErfkFqnyIBcheFiAbY4wxpsyIi9NpvXrQoQPs2qVBcmSkDtYBcPSob/+sOcmrV+t0+nQNqnv3zvk8V16p0759IaKEZC2UD0nlRIYFyGABsjHGGGPKCOfg1VehTh1o0UIDZICvvtLl+vV1edEinb79tg717A2KAZKSdPrpp3DwIKxceepzTp586u3FSfmQNFKsBxmwANkYY4wxpVhCAuzZAxMnwtNPay3i66+H0FBfgAxw9dUwbJiWYvv0U123YIFO/QPkgwehT5/M50hP983//jscOKDzU6dC167Bv6aCEm4pFifZp2CMMcaYUunIEX0YzxuwenkrStSr51t3+eUaHHftCr/8outCQ3XqHwAfOADdu8O//gV33qkP9SUmaq6xc5nLuQVxHI9CYSkWPtaDbIwxxphS6YcfsgfH4AuM/Qft9Q7iER2tAbJzmQNk5+DNN7U3uk4d6NZNS8WBr0xc1nSK8iWspLClWPhYgGyMMcaYUmn9et98kya+1IjGjX3rV6+G2FjfcocO2vP8++9a+gy0DNxXX8F11+nyn/+s02rVdOqtjDFnjk5nztRpdHTwrqUwWA+yj30KxhhjjCmV9uzRkfL27tUe4MhIWLfO9zAeQMeOmd/jDWpbtfIFyB9/7OthXrIEGjb0vTciAi5oHPrnAAAgAElEQVS5RB/W27oV7r0Xrr1Wq1iEhxfs9QWb5SD7WA+yMcYYY0q8efOgenVo1057gEED4zp1oEYNqFlTg+WsAXFW7dv75qtU0elvv+kAI2Fhmn/s1aIFzJ2raRyvvw6pqb6ybyUtOAZNsTiRHlbUzSgWLEA2xhhjTIn35puaCrF+PfTqpfnFb7wR2Ih3/qpW9c0vWKADgyQkwLZt0KCBr1fZq1Ejnc7zjDfcs+dpX0KRKx+SSkpGaFE3o1iwANkYY4wxJVp6Onz5JYwbB82awdq1vm1nkgfcoIH2PGdk6LDROR0rMlKnK1dCmzZaN7mkspH0fOxTMMYYY0yJk5gIP/+svcXLl2t94sGD4fzztc7xwIE6dLT3wbrTUbOmL+Ddu1dHxcvKGyCDtqUkCw9JJcUe0gMsQDbGGGNMCXTbbTrS3caNMH++pj4MHKhB7VVXBScHuEIFDXrPP1/Lut12W/Z9vHnK4KuvXFKFh6SRaikWgAXIxhhjjCmBvv9ep3/7m1ar6NpVg2MI7gNyzZtrekVuQv3iyW7dgnfeohAm6VYH2cM+BWOMMcaUOCdO6NRbe/jqq4N37DlzYPv2/L+vXbvgtaEohFkP8kkWIBtjjDGmRNm1S8uu3X23DvkMmYeDPlOjRuVv/zVrYPNmLQNXkoVLmlWx8LAqFsYYY4wpEVJTNaXCW0qtdWvftpSUomkTaHWLyy4ruvMHS1hIuvUge1iAbIwxxphi78sv4euv4R//gLg4HTb6mmugdm3d/vTTRdu+0sCqWPjYp2CMMcaYYm3FChg0yLfcpAl89hlUrAjx8TooSElPbygOwsR6kL0C6kEWkcEislFENovIAzlsbywi34nITyLys4hcHPymGmOMMaYsOnzYN1+tmo5q5x3xLjzcguNgCQtJI8OFkO4swSDPT0BEQoHngSFAW2CMiLTNsttfgTnOuc7AlcALwW6oMcYYY8qm48d98/XqFV07SrtwSQOwXmQC60E+B9jsnNvinEsBZgHDs+zjAO/o5ZHAruA10RhjjDFl1YkTMHGib7lGjaJrS2kXFqKlQFKdZeAG8gk0AHb4LccDWceKeRj4UkRuByoBA3M6kIjcBNwEEBUVRcypKm8bY4wxpsxbsCCKuLg2AFx2WTznnZdATMzBIm5VMZCSouNfB1FcxzawAb4dPIzISsmau1JGY7VAAmTJYZ3LsjwGmOGce1pEzgPeEpH2zrmMTG9y7mXgZYBu3bq5fv36nUaTjTHGGFNW/PWvvvnZsxtSrlzDomtMcTJ/vq+ER5D8unYZ0JMeny2gruyFBg1gxoygnqOkCCTFIh5o5LfckOwpFDcCcwCcc0uBCKBWMBpojDHGmLLpp59gyRJ48kmtgVzO7vwXqDBvDrKlWAQUIC8HWolIMxEJRx/C+yTLPtuBAQAi0gYNkPcHs6HGGGOMKVtmz9a7/BMmWHBcGMJDNEC2WsgBBMjOuTRgIrAA2IBWq1gnIo+IyDDPbvcAE0RkDfAeMM45lzUNwxhjjDEmYJs2QcuWWtrNFDx7SM8noE/AOTcPmJdl3WS/+fVAr+A2zRhjjDFl2W+/QatWRd2KsiNcUgHrQQYbatoYY4wxxVBaGqxdC61bF3VLyg5fD7LVQbYA2RhjjDHFinMwdKjOt2xZtG0pS04+pGc9yBYgG2OMMaZ4eestWLAAGjWCMWOKujVlh/chvf9sG8qmYw2KuDVFywJkY4wxxhQr772nucdxcVC1at77m+Dwpli8s+sCuv34fBG3pmhZgGyMMcaYYsM5WLYM+vcHyWmoMlNgvCkWAInplU7Of/MN7N5dFC0qOhYgG2OMMabY2LEDDh2Cjh2LuiVljzfFwt/+/TBwILRoAX/8UQSNKiIWIBtjjDGl2Jo1EBMDKSlw4YWwaFHhnn/rVqhTB/71r8D2//lnnUZHF1ybTM78e5C9PvtMp8ePQ58+p3/s33+HAwdO//2FzQJkY4wxpph5+WU47zw4ceLMjnPsGHTqBBdcAA8+CF9/XfgPvf3yi/ZC3nMPZGTkvf+33+q0Q4eCbZfJLqce5E/8xk7+9dfTP3bLltCs2em/v7BZgGyMMcYUI6mpcPPNmoc7b17e+5/Kzp2+eW8Pbnr6mR0zv/bv982fey7MnJn7vs7B22/DsGH2cF5RCMsSIDunP6rOlPeH3pEjkJR05scrDBYgG2OMMcVERgaMH+9b/vHH0zuOc/DAA9C1qy4PGeLblpCg2wuDc74gvV07WL4cxo3ToOu66+CDDzK3ZccODagHDSqc9pnMwiTzr6cTGWEcPXrmx1240Df//fdnfrzCYAGyMcYYUwicyzswvfRSePNNePhhTY1YufL0zhUXB088wcng5o47fNvS0uDjj0/vuPmxezd07w5Tpmg1Cm9uMWgu9JtvwuWXww03+NavWKHTbt0Kvn0mu6wpFodTKmTb55df4LvvAj/mk09m/sETE3OajStkFiAbY4wxBcw57c317x32t2QJ/N//+VIq/vpX3X/lyvz39v7+O0yYkHld27Zw9dWaf3zWWZoPfPhw/q8jN85pAOzNMc7IgOuvh3XrYNIkTasICYH//jf7e2fM0CGlQQPkcuXsAb2ikvUhvZUJTQF47jlo3lzXRUdrCb5A8sl/+AHuv1/nd+6EHj3g0Uf1u32m+fUFzQJkY4wxpoBt3Qo//QSvv65Tb03ZXbvg+ee1jNa//63rPvwQQkM1iDhwQHuDA5WSAgMG+PJGY2Lgqad0RLq334Z334VXXoEtW3S0ujP15Zf6MOH48VqW7ZlndP3zz+tIeE8/ree/5hpdP2GC9h737Zv5OB06aPtWrID27SEi4szbZvIvaw/yr4frAdCkSfa7DqGh+mNswQINenPiXzGlfn19WBRg1SqYMydYrS4YNti2McYYk0/x8Rq8BtrT6X9buUsXncbGasCYtTLAeefp1JtmsGIFNG0a2HlmzNCA+skntZZwnz5w/vmZ9zn3XJ0eOhTYMXMTFwcjRmj5r2XLdN2332rv9N//rkH/rbdmfk9IiAbVoL3mFSrA3/6mPecPPqj50VdffWbtMqcvaw/y9mM1AYiMhNattXc/zW+Xli198/feC+HhmY+XdaCXCy6Axx/X+bFjg9XqgmE9yMYYY0w+OKc9svkZyGL2bO1Bmz7dt+6777Qn19/kyRAVpfMdOmhAkp885FWroEYNTWt49FENSLMKC9Pev+PHAz9uVklJcMUV2r5Fi7TWMmig+5e/6IN2F1xw6pHwevXSHwuff6493vHx2ibLPy463qGmvXYcqwFAlSoa/LZunft7N2zIvi5rGka/fjodOLD4j5JoAbIxxhgToOPHMwed48dDw4ZafSE3y5drr+n//Z++HnxQ1y9YoCkRkybB0KG6z9SpvvdFRGgg/vjjcN99gbVv/Xpo0ybv4CMi4swC5E8+0Z7t6dO1lzo6WoMogGnTdFq/fuDH69/fN28BctEJkcwJ73uORwJQsaIut2un02uvzf5e7wOW/nbtyrwcHg579mgaUXFnAbIxxhgToAULMi+/9po+fLR0ae7veewxqFbNl24wbZqWOFuyRJe7doVPP9Xc3Ky8ge5TTwU2CtmGDfpAXl4qVIDk5Lz3y82mTdo2/0FHli3Thwu96tUL/HgiMHKkzrdvf/rtMsG12xMgV/AUs2jUSKc1amQuHQj6QF5W3jxj7x0G0DsklSsHuaEFwAJkY4wxJkDemr47d8KLL2p6gEjOt5dBUw0+/hhuucXXwwr6NL9Xr165n2/WLF8O8fz5vvXvvKNBtb/du+GPP7QHOS8VKuSvBzktywBr69ZB48a+wAk0MPc+jAf560EGeO89TbMoXz5/7zMFZ0+WANmbYxwZ6XvQ8vbbtYxb1gB57179Tk6fXjKrkliAbIwxxvhxTh8yu+kmHcjC3969GhDXqaNB78UXQ+3a2W8le61cqXmYF1+ceb03pWDIEF+vXE66d9cH32rXhs8+03WHD+sDTsOGZd7XGzAPGJD3NeYnQE5I0BJfU6dqmba+feGbb6Bnz+z7Vq/um89PDzJoYNygQf7eYwrW8XT9teJNsfCOglepkn7/RPS/g+hofdjUm3O8YYPm00PJDI4hwCoWIjIYeBYIBV51zj2eZfszgKd4BxWBOs65asFsqDHGGFMYtm7Vf9xFNBC87DLftp07NVgt5/evZ+3a2lP86qvaA7pliwZ6t92mATVk70096yytG1y3bt7tCQmBSy6Bjz7SAKRPH9+2LVt89Wk/+ABatNCH+/KSnxSL+fM1x/rhh33rRHQ47KwiI33zNWsGdnxT/Hl7kCdN0rsH118PtWr5AuImTTSffu9e/WHkn+YTyPexOMozQBaRUOB54EIgHlguIp8459Z793HO3eW3/+1A5wJoqzHGGBN03nSJG2/UMmktWuj6QYO00oRzcOQIjB6tOcgjRmR+f61aOpRu1geP5s715RXXqZP9vPkJHDp31rY99piOZObVpo1Wjhg5EhITtdRWINUBsj6kl5SkPdVDh/rWzZmjdW5zGmp4586ce4j9y3wV9yoF5tTCJYUUF054uO/B1EaNfDW2/TVpotO4uMzfi2rV9L+PkiiQHuRzgM3OuS0AIjILGA6sz2X/McCU4DTPGGOMKVhvvKEl0bIOdtCrl/aevvyyBggLFmhv8YwZmferXTvzA3RTpmg6QnKyBt5w5g8leUu/eR+C+/RTHZY6JUVLZoEu33lnYMfLmmIxcKA+aLhpE7RqpT8KRo/O/J7zz9cfAk89der0iaeftkoUpUFU+CF2nKiTKc88N9463XFxvjrbkP889OIkkAC5AeBfwCYe6JHTjiLSBGgGfJvL9puAmwCioqKIKSkDchtjjCm1fv65BZA9EbhatVVAF954I4GGDY8DDXn11cX89FPmJ9bat6/N3LntGDBgL9deu43GjY8TG9uGH36oCZSjXLkMFi5clO34+bF7dzWgEwAffbSYypXTaNWqK7/9pk/+3X33Ri69dDebNmmQm5eUlPbs3RtBTMwK9u8vz9KlOjrJ55+vJjw8neefbwlovkTr1ol07nyQ0aN30L9/JJ07JxATk/v411266K13+ye+gHlzGoJpxAj4XGcr1QO2QWjoCWJiTlGmBUhKCgX68M03W4iK2g70A6By5QRiYn451VuLrUAC5JxukuT2X8aVwFznXHpOG51zLwMvA3Tr1s3181aMNsYYY4rI009rLeNHH9Xya6B5lm3bduHll6F27Zp8+y106gTDhvXO9v5+/eBPf4LGjaOoVEm7en/4QVMWAObODeFM/71r1AjuukvzgIcP1zYsWqQ50gMGQN26ZwFnBXy8Nm001/r88/tlqmlbtWonbrsNTpzQmrcffQQtW1YBqgCNT5ZiM8XA/Pl6+yKYXngBGA9Ay6O/8yt1qFatfEDf3+rV4ZVXmlOxYvOT6264oeYZf/eLSiABcjyZf1o3BHJ5XpcrgT+faaOMMcaYwvDrr5rDe+edOvhBuXJapaFhQ93euLHWcD148NSDdWQtrTZsmJa36tvXN3rYmWjRQvOBmzXzratb9/SHZY6K0hJctWppesjFF+vncOONuv3JJzWf2ZRd1codAwKvS+1N2Xn2WZ2OGqWVYEqqQALk5UArEWkG7ESD4Kuy7iQiZwHVgVP3wxtjjDHFxLffajrAHXfo8lVZ/nVr3FhrHXvnA9WmjQagwdS8ed77BKqGjiDMgQNw3nmahx0d7btjbz3FJjwkFdCHVQPhrYpSs6aWBrzwwpL9oGaedZCdc2nARGABsAGY45xbJyKPiIh/FcYxwCznXO6JScYYY0wx8scfOs3tYSL/oDinShQl1fDh2ruXkADff6/X5l/L2VvJw5Rd3ti2XEAFgbV2OEBYmE79a2KXRAFdtnNuHjAvy7rJWZYfDl6zjDHGmIK3f7+WovL+o56Vf6CY34EvirOWLeGllzKvCwnR8m3Hj5fsnj8THOlO+1BDQwPb/69/1Son3jJwJb0Oto2kZ4wxpsxISIBx4+DHH3V5//5T12kdPlwH4Pjww8yDH5RW9etb77FRF9VcCWhVkkB5h1MPDYWuXQugUYUowI5zY4wxpuR7/XWYORM++UQfuvvgAx3uOTfh4ZaPa8qmMXW/Y1D7ndTo/HzA7/EGyF27QtWqBdSwQmI9yMYYY0q9lSuhf39fJYqDB+HBB6F37+wDfxhjVI3yx/K1f0SETnv2LIDGFDLrQTbGGFPqffCBDhsNWjf4nHPg449h9uyS/zCRMcG09vIpJOxMPq33DhyoI0+W0NLHmViAbIwxplSbOROmTdPBNt58Ezp00AeIpk0r6pYZU/y0q7EbknfBify/d9QoWL8+e13wksgCZGOMMaXWvn06CAholYbS0LNlTHFWGoJjsBxkY4wxpdjkyXDokM6XpjrGxpiCZT3IxhhjSq0vv4TLLtPSZRMmFHVrjDElhfUgG2OMKZUSE2HrVujcGZ58Elq1KuoWGWNKCguQjTHGlDo7d/pGvjvvvKJtizGm5LEA2RhjTKmSkQFjx8KxY9CrF/TpU9QtMsaUNBYgG2OMKRHmztWA17nc93n5ZR3mNiYGXnwRFi/W0fCMMSY/7CE9Y4wxxcaSJVC3rj5Ul9WoUTpNTMx5GNuDB+Hmm3U+LAyuu67g2mmMKd2sB9kYY0yxsHWrDv3csqUO7gHaW3zPPTBmjG+/Awdyfr93yOipU2HzZqhQoUCba4wpxawH2RhjTLFw//2++XHjtOrESy/p6Hf+DhyAJk0gLU17igHWroW779b5yZMLpbnGmFLMepCNMcYUC19+CRdfDO3a6fKAARocDx2qy7fcotMDB2D6dIiKgu3bdd1bb+m0bt3CbbMxpnSyANkYY0yRO3gQDh+G/v21N/jRRyE5Wbe9+iqkp8PEibq8b5/2Fh88CN27w6ZNsGIF1KwJP/9cdNdgjCk9LEA2xhhT5L78UqfNm+t01CjNIR4/XnuKQ0I05SIsDK6+Wve5/noNls86C779Vh/Qq127aNpvjCldAgqQRWSwiGwUkc0i8kAu+/xJRNaLyDoReTe4zTTGGFOavf++BsJDhuhyq1ZareKVV3z7hIfDVVdBtWpw773wzDP6QB/A5ZfDP/5R+O02xpROeT6kJyKhwPPAhUA8sFxEPnHOrffbpxXwINDLOXdQROoUVIONMcaUHpdeCp9/rtUqrroKIiJ820JDs+//xhs6FdFplSo6Pf983zpjjDlTgfQgnwNsds5tcc6lALOA4Vn2mQA875w7COCc2xfcZhpjjCktkpLgoYe05vFnn2lw3K6d9gjnRSRzIHzbbTq94oqCaasxpmwKJEBuAOzwW473rPPXGmgtIktEZJmIDA5WA40xxpQOBw5oIDt8ODz2mNY8BujRQ4PlOqdx73H8eEhJgXr1gttWY0zZFkgd5JxuWmUd6LMc0AroBzQEYkWkvXPuUKYDidwE3AQQFRVFTExMfttrjDGmhFq4sDb/+1+7bOv/9KfV/PTToRzeYYzJVUoK7N0b3GOOGKFPwqam6q2dsDAdt70MCiRAjgca+S03BHblsM8y51wqsFVENqIB83L/nZxzLwMvA3Tr1s3169fvNJttjDGmpPj8c5gzB3Z47kXee6+WZ2vZUnuOb7utEyFWU8mY/Jk/P/hlW154AerXh1274MQJaNDAN0RlGRNIgLwcaCUizYCdwJXAVVn2+QgYA8wQkVpoysWWYDbUGGNMybN+vW+gD4A//QmefNK33Llz4bfJGGPykmeA7JxLE5GJwAIgFHjdObdORB4BVjjnPvFsu0hE1gPpwL3OuYSCbLgxxpji76mnfPO//qo1i40xprgLpAcZ59w8YF6WdZP95h1wt+dljDGmEF11lQ608cMP0KJFUbfGJyUFPv0U2rSBRYugVq2ibpExxgTGsr6MMaYE27IF3nsPEhI0p3f58rzfU1g+/1zb9fTTFhwbY0oWC5CNMaaESE+HZcvgp59g7VqYOtXXY3zBBVCuHPz3v3DwoK5zWesNFaL9++Gyy6BuXbjwwqJrhzHGnI6AUiyMMcYUvLQ0OHpUh1LOatcuGDBA83j9nXUWVK0KCxbAeefB66/D6tXQqJFWavrgAyhfvnDa7/XWWzBhgs7fdpsG7sYYU5JYD7IxxhSB1NTMy87BkCFQvbrm7mY1bZqmU4wbB61awdln6/qFC+HHH7Vc6d//rutWrYKPP4Z586BvXw28C8vmzXDttVoh6s474W9/K7xzG2NMsFiAbIwxhWzxYqhQAZ54QpdnzNBe1q+/1uUWLfShNoB33tF9n38eLr8c3ngDNm7UXOMVKyAqynfcIUO0B9rrjjs0eH7mGV+6RUaGllnbvl1fH34YnAB65kxYtw5GjvS127+cmzHGlCR248sYYwqRczpQRno6PPAAzJ0Lf/yhgeu4cdC+vQ7DPHUqfPONPuiWnAx9+mgNfwARqFwZunbNfvxKlfR9GRmaevHvf8N998Hu3Rowb94M99+vg2Nt2gS//w5Nm2oQnpamw0D7l2Y7lUOH9AG8wYO17V6DB8OYMdpOY4wpicQV0VMc3bp1cytWrCiScxtjTFFZvFiD3SuvhFmzNIhNTtYg1psicffd2uvrde65sHRp/s+VlKS90Xv2+Na1bauDd3iNH6890atX63L58lp5olKlvI9/553w7LOZ14no8b0pIMaYAlIQI+lNmVLqR9ITkZXOuW557Wc9yMYYU4hiYnT6wgswfbqmSKSnQ2iob5/WrTO/Z9So0ztXxYoQH6+9yStXwqBBGrw2aKCBcXS0pkQcPw6zZ2twfPXVGsQPGpT5WM5BXJz2NoM+LOgNjq+4QkfEu/hiaNYMIiNPr73GGFNcWIBsjDGF4Mcf4eGH4YsvoEsXfRjPyz84Bq1WAZoqccEFZ5aqEBqqr3PPhSVLNK1iwIDMQWzFinD99XDsmOZCf/edBsjOaU/2JZdogH311XDdddqhdLdnWKh58zT32RhjShN7SM8YU+asXKk9p8eO+dZlZGhO8HffnfnxX3wxc04uwD//qcExwMSJp35/q1YanPbvH9w83vbttTZxbj28lSpBjx5aS/n++yEkBO65R3OXf/5Z95k5U9M9vvgCHnnEgmNjTOlkAbIxpsyIi9Me2Ysugo8+0h7dvXt128aNWlWif3+4/fZTHyc9PXsptqQkLa22f7/W/p050xdUgg7sMXy4Vo64/vqgXlZQTZqkKRf+FSh+/FHTLkB7m3v21OD5iiuKpo3GGFPQLEA2xpQJiYnQoYPmAB84oOv++U+oVw9ee00fXvP6z38yl0vz99VX0Lw5dOumtYyd0x7X9u1hxAioU8e376hR+oDcf/4DGzZA9+46gEdxNmKE1lv26tZNq1UsWaI/IObO1Rzp116DNm2Krp3GGFOQLAfZGFOqJSbqYBXeB8o6dtSyagMHwo03arrD+PG6rVEj7fnt3x/uukurObz1Fjz4oPaq3nOP9j57vf22pmbceqsG340aQZMmWsHhqqv0OPXq+fYfM6bwrvtMNGigD/M1agS//Qa33KL1l70/IiytwhhT2lmAbIwp1Z591hccT5umubUivtzeJ5+ESy/VCg6rVml+bps28Oqruv2//4XnntN577rZs3Uo5Rtu0OXOnTWvOWu+sIiv7vGtt2qFh5LC2zvcuTP88EPRtsUYYwqbpVgYY0qlhQs1QP3b36BWLS2rdt99mjvrH8gOGqR1iP/4Q/cLC9OAcNYs3T5pkk7HjtXBOSZOhD/9SXOKr79eA+t77835YbrZs/UBtyeeKFnBsTHGlHXWg2yMKZW8D5mdf75Wpxg8OPd9Q0I00PWqUgVGj4bDh+Hmm/XBtH/9C155xbdfo0bw+uv6ys2oUadfw9gYY0zRsQDZGFPqbN8OCxZo7/D8+ad/nBtv1IfvOnYMbGQ5Y4wxpYMFyMaYUufDD7UU29NPn9lxQkO1pJkxxpiyxXKQTYH79FMtfRUXV9QtMWXFRx9Bu3b6MsYYY/IroABZRAaLyEYR2SwiD+SwfZyI7BeR1Z7X+OA31QTi8GEtSbV+fWD779+vpawKyqFDMGyYnmfxYjh4UGvHmrIrNVVLrxWE48c1dzgmRuv5GmOMMacjzwBZREKB54EhQFtgjIi0zWHX2c65Tp7Xq0FupwnA4cNaxurxx6Fr18zF/rM6eBDi47Vnt3Pn4Jx//Xote9Wzp/bgAUyd6ts+dizUqAGPPRac8+Vl3z7YvbtwzmUCd/31ULWqpkAE25QpMGeOzo+3n+nGGGNOUyA9yOcAm51zW5xzKcAsYHjBNsvk19atWqLqySehdm0tVXXDDTqwwbx58PzzWsbq4EHd/8orfSN67diR//Olp2uvsNfx43o7+403YOlSeOklXb9smVYRuP9+aNrUty6/nMtfz3NiIkRHQ/36WtrLewxzaqf6jH75RUdV8w60kZft27PfnUhLg3fe0fl3381f244fh23bct/+1Vfw1FM6QEdamu/7ZowxxuRXIA/pNQD8Q6h4oEcO+10uIn2BTcBdzrlsYZeI3ATcBBAVFUVMTEy+G2xyNm9eXdLSzmbs2DjOP38fS5bUYsaMZixcqOWpQOu39uz5B48+upbvv+8FhNGjRwI//FCTzz+PpVKlwLv0Hn64LQsX1mHSpF+55JI9xMTUBtoRFpbBZZfFM3t2Y6ZPX80vv7RnwIC9DB78G4MHw9Spbfniizp89tliKldOy/M8+/eHs3RpLT79tB6bN1fh668XEhqad6T700/V2Lu3ExUrpvHUU+V4990kEhPDGDp0FxMmbA34OsuSH3+swf33R9O27WHq10/mwgv3cM45B09u//vf27ByZRSgP8LmzVvEH3+UJyoqmfDwzH8T52DEiF4cORLGpZfu4oordpCSEsqUKe2ACgDccUcKsbHxXHXVdgD27y9P5cppVKiQ8/fw2Wdb8dFHDZgzZynh4bWHTMkAACAASURBVBmUK5fBvHn1GDx4D1WqpHHRRf0A6N9/ObGxx4L86RhjTDGTkgJ79wb3mCNGaA9baqr+jzwsTHPWyiLn3ClfwCjgVb/la4DnsuxTEyjvmb8F+Dav43bt2tWZnL3yinNTpjj38ceZ1y9a5NzDDzuXkZH9PTfe6FyNGs6lp+vyJ584p9/u7K/YWOcqVHDunnuc++ADXffjj4G376uvfMeqUcO5r792rnJl5zp0cO74ceeSkpyrXdu5mjV1nzff9L13xgzfe3v0cG7LlszH/vhj55o10+333ONcVFTmtg8Y4Nz06c5t2uTc5s05fxbOOffvf+v+mzc7d/XVmY/x5JPOrVgR+PWWVhkZzu3f71xioi7fcEP278r99zsXF+dcSopznTs7N2SI7+/697/rdNiw7MdetCj73807/8QTzi1d6lx0tC7PmuXciRPO1amjy9dck3N7+/XT7d7ze1933aXXAs6de27BfV7GGFOsfPGF/mMWzNcllzg3YYJOBw507rrrivoqgw5Y4fKIUZ1zAaVYxAON/JYbAruyBNkJzrkTnsVXgK6nHbGXYVu26G3kCRM0d3f4cPjzn323vfv2hYcf1rquycnw1ls6SMGJE1rz9bzzdMAD8D29P3my/vhbsULzkwH69NHzREXB2Wfruo0bs7dn4UIdbjY+HpKSdN2RI5pD2rSp3nI/dgwGDoSjR+GTTyAiAipUgIce0pzoJk1g6FDfMa+5Bs49V+d/+EHzkX/6yXfb/ZVXNF0EtETX3r3w2Wc6ChrAN9/AnXdC69bQsqUvlQP0cxg8GLp3h//9D6pXh+bN9XPas0cfGGzaVFMuunWDjIzT+zuVFrNna09wlSrw2muaalOvno4Qd//9+lk+8YT+DceNgzVrdDS4TZt8I9SB/t3fest33JgY/a6CjkY3dar+3bzuu0+/A94Ui3Hj4PPPNWcc9Fjr1mVvr7cOcUKCL42oVy/9zngfSh07NkgfjjHGmLItrwgaTcPYAjQDwoE1QLss+9Tzmx8JLMvruNaDnNm332oP2M036/Spp3w9ZI0aOffzz77ljh31h513edIknX71VeZjbtmSuYf18GHnWrXyve+zz7TnLjTUub/+1bn58507ckT3PXEicy/d+efr+kGDdPm993T5o498+2SVlORcamrO15uRoT9Sw8J871+50rny5fUH6+OPOzd2rHOrVvnes3OnczNnas/y0KH6nvPOcy4tzblp07L3Nvfunf28mzb5tl92mXMvvZS9F7useOgh/RxEMvcYe6WlOdepU+bP9K23dNv69fo3Wr5cP+caNZxLTtb3NGjg2/+77/Q7de21zjVu7NzWrZnbMHu2b9+aNZ1bsEDnx4zRuyBpab7vUXS0c716ae9zRoZzhw45t3p15vatXFlYn54xxhQx60E+LQTYg5znDnosLkZzi38H/uJZ9wgwzDP/GLDOEzx/B5yd1zEtQM7s9tt9/8hXrapBwYoVzvXvnzkA8AY14FzXrr75nG5z5+T4cb3Ffd99Gnw451zLlr60hhtu0HUTJ2a/3f788zqtVStz4L1vn3PbtuX/mr//PvPxvdcTaJDz4IO6f9u2vmPMmKHX+OKLmkqSk4wM5yZP9r0nLCz/bT9TKSm+HyOFbdcu5267zXf9o0fr9JlnsqesJCU5N3euBsYxMTmntHzxhe9YY8fq9PXXnXv5Zd93LDfHj+uPHO97nHPu7rszfy8qVfLN/+Mf2Y9xyy3638m0abmn3BhjTKljAfJp+X/27js8qip94Pj3TkkmnXRSIKFJbyFURRGVImLFgoor6upa1l11ravib9XVdV0LdkVFbNgbKool0kuQ3kKAACkkIb1OPb8/bjKZkAQCTJp5P8/DE+bOnXtP5k7uvPe97zmnuQGypq/b+pKTk1Vqamqb7Ls9OXwYsrJg2LC6Zf/6V93ta6X0kos339TLEe67Tx+p4u239dnC+vfX19uxo65c4ng9/jg8+qheogDwpz/BO+/AHXfoowKsXFl3y9zPD77/Xh+ZwhsKCqBLF70MY/FiffulpWBqRvfRxYth6tS6x7//fnxD1n32GcyYof/f5dLLBlqDUno5zMGD+nELDm6d/dZ6+mm4++66xwcP6mUN99yjzxx3vJxO/Tj89JP+uwUE6CUtgYHNe73dDitW6J+p2mPgeWyDg/XPxI03wquvtt5xEkKIdm3xYr3ezJvmzNGHf8rO1oOCuDiYP9+7+2hjmqatV0olH3M9CZDbzjPP6MOw1XrjDX1SjcjI+kFAebk+ZNaARkaf/uc/9bGM//a3k2tLaSlcdpleywx6re6uXeDjo3eU7dJFD8aXLQN//5PbV2OU0rftcMDEic17jcMBL76ot9vhgO7dj3+/r78ON910/MH1kaxWffzdGTP0IL8pH3+sB3m//qo/Hj1af+8XLtSHpWsNd92lt2HpUv1zlpTkne0qpZ9HR49u/LN6vIqLwddX//fllzBtmv5/IYQQSIB8giRAbucefljP2nqy2fSOR21p7Fh9nOJvvqnfua6qSm9fSEjbta0lFBXp54Lqav18EBNT//m33oI779Q7NN58s95BEPSM5xVX6J39br5Z70x4zTX64y+/1M8ptT7+WO9E9sgj+oXH/v36GNSe40+fe67eUa01XHWVfoz37Gmd/QkhhGgBEiCfkOYGyM2aalp418qVdcHx2WfrIwXMnNn2wTHowdyTT9YvXQA9K/pHC45BH+mi9nf973/rP5eZCddfr4/GkZaml5wsWqQ/9/nn+vNffgmTJ+ujLphMsHOnHiRv26bP4jdokD718f/9nz6yyP79egnNgQPwwgvw2GP6KA7ffadnc+fObfnf+dAhPeAXQgghROOaM1GI8LIPPtBLFwoKml+n2Vq6ddOH+OpMXntNr+d+7jn9Fn51NTz4oL7MU1SUPjSar69eHhMaWjcz4X/+o5cqLFiglxi89BL06aMHymFhesnB8uX6urffrv+87Tb9Z1WVHhy//bZe+vDXv7ZsnW1WVuuVcwghhBAdkQTIrSw7W+9wd8UV7S847qwiI6FXL73k4Mkn9WVff61nWf389DrlYcP0Eon33tP/de2qB7zBwfrdgMpKvTPlwIF6J7VXXqnb/qFD+t2BZcugsLBhJt7PTy/lGDdO38aDD+qZZc8geckS/d899+hTigOsX6/XhR9PTbhSemnHueee0FslhBBCdApSYnESlNJvub/7rt6h6EjV1frPqqq6ZY89pncomzOnddoomufjj2HCBD0ovfVWfWSGVav0jn9XX62XStROcAJ6vXCvXnpwPXcuzJunZ45Br0murUEeOrSudGb8eH3yl6bMnq2XdPz733oQDvroGvfcA5Mm6SUg99+vL9+8WS/lCAjQ69lBn8hjzx69VtzRxCzexcV6MB8ff0JvkxBCCNEpSIB8Ej74AKZP1ztnhYbqs8rVmj9fv7X+0EN6hq97d71Wdd48uOEGfYY30X4kJekjS9hs+sgYmzbpI4Q8/njdOrfdptcSf/PN0Ud+eOQRvT5ZKdi4sfltMBr1kUyGD6+rUX/hhbra6D599Exzaqr+D/Sh/R59VA/shw3T1+nbVw/2ldLX8wyWMzP1n90858YUQgghRD0SIJ+Ejz6q39np7rv1ANhm07OBVVV6xhj0YdJ+/FEf8/WBB9qmveLYasdfDgnRj90ll9Q9Z7Ho2VrP0T28TdP0Tnu7d+t1zcuX61NqFxfrGW1/f71j5yef6NnrlJS6186apQfFGRn6KBsPPaRPu117t+LgQX0bIBlkIYQQ4mgkQD4BSunDei1Zoo9QMGmSvvyVV/Qa0tpRVyZO1Mcnvvtu+OUXfdm4cZK9E0d31ln6z/vug08/1bPEISEQHq4H7SUl+ug+t96qX6A99JCeeV6wQA+OazsX1ma/X39dvzCbNEkf8xnkMyiEEEIcjQTIzaCUnrErKNAf33KL3kmrulqvA/3uO30yj3fe0Z8vLdUDkLlz9ZERnnpK71i1c2fdRBxCNGXgQL1c55579HKJW2+te27WLD3LbLHon0PQh4274Qb9/wkJ+rB1/frpHfE++0yfrbF3b/3zFx+v10F7jtMshBBCiPpkFItjcLn0Ybdefll//Mor8PPPdc/36aPXjgYE6LXIPXroQ3+df37DbfXt2zptFh2fv79eYvGf/9RfHhamj4DSp0/T48P7+sKWLfr/DYb6tdTbtrX+1NZCCCFER9NpA+SXXtInfjj7bD27duWV9UcpcLn0YLh2rNrevSE9XR+hAPTXxcToHaM8jR/fOu0XndcHHxx7HZPHX/Zjj0F+PgQFSXAshBBCNEenDJDvu68uM/f99/rPF16AvDw9K/fLL/pIBc89V/ea7dv1DlG19cbXXqtP2StER/Daa23dAiGEEKLj6HQ1yGlpdcFxQgIsXKjXc4J+W3rWLL2T1HPP6Z2iQK8nNpvhnHP0ocDGj2/ZkQyEEEIIIUTb6XQB8t69+s9fftF7/F9+ed2y99/XJ2ioDYzPPFO/NV075izo48suXdpwNjQhhBBCCPHH0OkC5N279Z99+tQti4nRZzx76y398b33woAB+qxlEREQFdX67RRCCCGEEG2j0wXIH3ygd7iLja2//KKL6v5/0016b/+jzZYmhBBCCCH+mDpdgLxzpz7ls+GI3/yCC/Sfs2dLT38hhBBCiM6sU41iUVioT9nbs2fD54YN0yfxOPXU1m+XEEIIIYRoP5qVQdY0bYqmabs0TUvXNO2+o6w3Q9M0pWlasvea6D1lZXrHu8GDG39+0iR9wg8hhBBCCNF5HTODrGmaEXgJOAfIBNZpmva1Umr7EesFAbcDa1qiod6QkKCPXiGEEEIIIURTmpNBHgWkK6X2KqVswELggkbWexR4Cqj2YvuEEEIIIYRoVc2pQY4DDno8zgRGe66gadpwoJtSapGmaf9oakOapt0I3AgQHR1NSkrKcTdYCCGEEKLTs9kgN9e727zwQn1mNLsdlNL/30ljteYEyFojy5T7SU0zAM8C1x5rQ0qp14HXAZKTk9WECROa1UghhBBCCOFh8WKIjPTuNl9+WR8HNzsbrFaIi4P58727jw6iOSUWmUA3j8fxQLbH4yBgEJCiaVoGMAb4ur121BNCCCGEEOJomhMgrwP6aJrWQ9M0H+AK4OvaJ5VSJUqpCKVUolIqEVgNnK+USm18c0IIIYQQQrRfxwyQlVIO4DbgB2AH8LFSapumaf/SNO38lm6gEEIIIYQQrUlTSh17rZbYsablA/vbZOdCCCGEEKIzSlBKHbN4u80CZCGEEEIIIdqjZs2kJ4QQQgghRGchAbIQQgghhBAeJEAWQgghhBDCgwTIQgghhBBCeJAAWQghhBBCCA8SIAshhBBCCOFBAmQhhBBCCCE8SIAshBBCCCGEBwmQhRBCCCGE8CABshBCCCGEEB4kQBZCCCGEEMKDBMhCCCGEEEJ4kABZCCGEEEIIDxIgCyGEEEII4UECZCGEEEIIITxIgCyEEEIIIYQHCZCFEEIIIYTwIAGyEEIIIYQQHkxtteOIiAiVmJjYVrsXQgghhOi4KirA6fTuNgsKwG4Hsxk0DXx8IDbWu/toY+vXrz+slIo81nptFiAnJiaSmpraVrsXQgghhOi4Fi+GyGPGecdnzhw9IM7OBqsV4uJg/nzv7qONaZq2vznrSYmFEEIIIYRoIN0YxMSnU/h+S05bN6XVHXeArGnaW5qm5WmattVjWZimaUs0Tdtd8zPUu80UQgghhBCtaY1PJHsPV7B426G2bkqrO5EM8nxgyhHL7gN+Vkr1AX6ueSyEEEIIITqoA8YAAAJ926wit80c92+slFqqaVriEYsvACbU/P8dIAW493i3bbfbyczMpLq6+nhf2ulZLBbi4+Mxm81t3RQhhBBCdHClBh8+80sEwOZwtW1j2oC3LgmilVI5AEqpHE3TohpbSdO0G4EbAaKjo0lJSan3fGBgINHR0cTFxaFpmpea9senlKKkpIRNmzZRXl7e1s0RQgghREuz2SA317vbvPBCfQQLu53384MoKPEF4EBWDikpRd7dVzvXqjlzpdTrwOsAycnJasKECfWe37FjB/Hx8RIcn4CgoCDKy8tJTk5u66YIIYQQoqW1xCgWL78MsbF8VRHAz/ETubpyD6m9kwgO9WPChM4VX3hrFItcTdNiAGp+5p3ohiQ4PjHyvgkhhBDiZLmAu+MmEGMr5x/lW7GYDVTbvTzecgfgrQD5a+BPNf//E/CVl7bbqiZMmMAPP/xQb9lzzz3HLbfc0uj6GRkZDBo06KjbzMjI4IMPPnA/Tk1N5fbbbwdg/vz53HbbbQC8+uqrLFiwwL08Ozv7hH8PIYQQQogTUY0Rm8HENfmbCFF2LCYjVnvnq0E+kWHePgRWAX01TcvUNO164EngHE3TdgPn1DzucGbOnMnChQvrLVu4cCEzZ8484W0eGSAnJyczd+7cBuv95S9/4ZprrgEkQBZCCCFE26jQ9Opbf5cdAIvZQJVkkI9NKTVTKRWjlDIrpeKVUm8qpQqUUmcppfrU/Cxsica2tBkzZrBo0SKsViugB7fZ2dmcdtpp3H333QwaNIjBgwfz0UcfNXhtRkYG48ePJykpiaSkJFauXAnAfffdx7Jlyxg2bBjPPvssKSkpnHfeeQ1e/8gjj/D000/z6aefkpqaylVXXcWwYcP49ttvueiii9zrLVmyhIsvvriF3gEhhBBCdGZVmhEAf2dtgGzslCUW7XZgu//7Zhvbs0u9us0BscHMmT6wyefDw8MZNWoUixcv5oILLmDhwoVcfvnlfP7552zcuJFNmzZx+PBhRo4cyemnn17vtVFRUSxZsgSLxcLu3buZOXMmqampPPnkkzz99NMsWrQIoMHIHUeaMWMGL774Ik8//TTJyckopbjrrrvIz88nMjKSt99+m9mzZ5/0eyGEEEIIcaSGGWQj1Y7OFyDLVNNH8CyzqC2vWL58OTNnzsRoNBIdHc0ZZ5zBunXr6r3Obrfz5z//mcGDB3PppZeyfft2r7RH0zRmzZrFe++9R3FxMatWrWLq1Kle2bYQQgghhKfK2gyyR4lFdSesQW63GeSjZXpb0oUXXsidd97J77//TlVVFUlJSe7Oc0fz7LPPEh0dzaZNm3C5XFgsFq+1afbs2UyfPh2LxcKll16KydRuD5sQQgghOrCqmtBQL7HQ8DV1zhILySAfITAwkAkTJnDddde5O+edfvrpfPTRRzidTvLz81m6dCmjRo2q97qSkhJiYmIwGAy8++67OJ36hykoKIiysrLjasORr4mNjSU2NpbHHnuMa6+99uR+QSGEEEKIJlTUZJD9PEosZBQLAehlFps2beKKK64A4KKLLmLIkCEMHTqUiRMn8tRTT9G1a9d6r7nlllt45513GDNmDGlpaQQE6POXDxkyBJPJxNChQ3n22Webtf9rr72Wv/zlLwwbNoyqqioArrrqKrp168aAAQO8+JsKIYQQQtQp08wABDv1AQssZgM2pwunS7Vls1qdplTb/MLJyckqNTW13rIdO3bQv3//NmlPe3fbbbcxfPhwrr/++ibXkfdPCCGE6CRaYia9OXOY1+M0HgsYzKaNrxDSNYJXZz/Ek9/vZPu/JuPv0/FLPDVNW6+UOua0gB3/N+0ERowYQUBAAP/73//auilCCCGE+AMrMfhgUC6CajPIJr3YoNruwt+nLVvWuiRA7gDWr1/f1k0QQgghRCdQrPkQ7LS5a3AtZr0mubN11JMaZCGEEEIIAUCJZiakJnsMEiC3G21VE93RyfsmhBBCiJNVpRndI1iA3kkP6HRjIberANlisVBQUCDB3nFSSlFQUODVsZeFEEII0fnYMOCr6rLFvrUZ5E42m167qkGOj48nMzOT/Pz8tm5Kh2OxWIiPj2/rZgghhBCiA7NqBnyVRwbZ1DlLLNpVgGw2m+nRo0dbN0MIIYQQolOyYcRfVbsf15ZYdLbJQtpViYUQQgghhGg7Vs2Ar6suWyyd9IQQQgghRKdmw4CPaiRA7mQ1yBIgCyGEEEIIAKyasV4nPRnFQgghhBBCdGo27YgMciftpCcBshBCCCGEAGpKLBqtQZYMshBCCCGE6ISOLLHwNdWWWEgGWQghhBBCdEJHdtIzGDS6+JvJKKhow1a1PgmQhRBCCCEELsB+xDBvAOP7RJKaUdQ2jWojEiALIYQQQghsml5v7JlBBgjxM1ElJRZCCCGEEKKzsdYEyL5HBMh+ZiOVNkdbNKnNeHWqaU3TMoAywAk4lFLJ3ty+EEIIIYRoGVZD4xlkPx8T1XYXLpfCYNDaommtzqsBco0zlVKHW2C7QgghhBCihdSWWPi66meL/X3qZtPz92mJ0LH9kRILIYQQQgiBVdODX19Vf8xjv5qxkKtsnacO2duXAQr4UdM0BbymlHrd80lN024EbgSIjo4mJSXFy7sXQgghhOgEbDbIzfXqJg+edTYchN0jR5ASMADMZkhJ4UCmHYBflq4g0r9z5Fa9HSCfqpTK1jQtCliiadpOpdTS2idrAubXAZKTk9WECRO8vHshhBBCiE5g8WKIjPTqJje+/Sn0uoSk1SuZULAb4uJg/nzKNmXD1g0MHTGSU6KDvLrP9sqrlwFKqeyan3nAF8Aob25fCCGEEEK0DFsTo1h08TcD8EnqwVZvU1vxWoCsaVqApmlBtf8HJgFbvbV9IYQQQgjRcqxNjIM8vHsoAG8s29fqbWor3swgRwPLNU3bBKwFvlVKLfbi9oUQQgghRAuxNTHMW6CvibE9wwGwO10NXvdH5LUaZKXUXmCot7YnhBBCCCFaT90wbw1Hqzh/WCyr9haQV2Ylrotfazet1XWOrohCCCGEEOKomiqxAOgaYgHgUElVq7aprUiALIQQQgghmuykBxDjDpCtrdqmtiIBshBCCCGEqJtqupESi5hgvawiRzLIQgghhBCis7AeJYMc7GfCYjaQW1rd2s1qExIgCyGEEEKIo9Yga5pGTIgfOSUSIAshhBBCiE6idpi3xjLIABGBPizanENW8R+/zEICZCGEEEIIgU0z4qOcaE083zsqEIDXfttz1O24XIplu/OptDm83MLWIwGyEEIIIYTAqhnxVU1PBHLvlH5oGmQfI4P86tI9zHpzLX9fuNHbTWw1EiALIYQQQgg9g0zTAXIXfx8mnBJJdnHTdchOl+KFn9MB+HF7Lg98sYUqW+MlG+2ZBMhCCCGEEAKrwdhk/XGthPAA9h2uwNHElNO788qosju5e3JfAD5Yc4Afth3yeltbmgTIQgghhBDimBlkgOHdu1Bld3L/51vYnFlc77n31+xnynPL8DUZuHB4HHNnDgfg9aV7OdTBRr+QAFkIIYTohNLzylm89RDV9o53+7u1lVsdlFTZ27oZLa7CYMZyjAzylEFdmT40lk/WZ3L+iytYvDUHgJJKO//8YisAz10+jLgufpw/NJaekQFszyll8nNLWb+/kCnPLWV3blmL/y4ny9TWDRBCCCFE63rxl908/WMaAGecEonZaGBTZjE/3XEGIf7mNm5d26u2O3np13RGJobxzJI0Nh4sxmjQWPy38fSJDmrr5rWYwyZ/ItXRp5L2NRl5YeZwxvYM54EvtvDwV9sY3yeSx77dDsBjFw5i6uAY9/qf3zyO1IwibliQyiWvrALgynlrWPfPs1vuF/ECySALIYQQnczS3YeJ6+LHBcNi+S0tn5925JJfZiWzuLKtm9YufLEhixd+Seeat9ay8WAxFyfFoZTim03Zbd20FnOg3MFG/+hjZpBrXTm6O5/dPI68Mis3vbueX3flM2VgV64ek1BvvS7+Ppw9IJroYF/3svwy6zFHwmhrEiAfobTaTsquPGa8spKXU9LbujlCtKitWSWs31/EglUZKKXaujlCiFZSXu2gf0wQd53Tl4uHx3HnOacAUFbdccet9YaP1x3ksldX8fQPu9zL/MxGnp4xlFE9wvh+69E7m72/Zj9jn/iZWz/4Haer/Z1Tq52KjPLGj/Fbu/WLo3Rj8zPkIxJCmdgviuXphzlcbuX0UyKbXPes/tEAPH/FMAA2HSxuct32oNOVWGQXV3H1m2uICvLlipHdGdkjjLgufgAUVtgY9+TPVNv1AvXU/UVMGhBN76g/7u0UgJdT0vllRx5JCaHcP7UfmtbUEOHij+BgYSXvrd4PGrz221738hEJoQyMDWnDlgkhjqWs2k6Q5eRLIMqtDgJ9TXQP9+eZy4ex6WAxzyxJo9wLAbJSihvfXc/v+4swGTXmTB/ITztyeWjaAEIDfE56+96mlCKzqIp7P9vMyj0F7uU3nd6TAF8TuaXVGAwaUwfFMOfrbZz1vxTuntyXKYNi6m0nt7Saf32zHavDxbebc+gRHsA/akZyaC/uWlvCt5nVnBJs4s6BgUyJt7ifq3LqAf1L5euOa5svX5VEv4cWA3Bq7/Am13v4vAH8/aw+RAb5cnqfyHb5WfDU6QLkcU/+AsDe/ApW7y3EbNT46tbTGBAbzFXz1lBtdzF1UFf+NC6RK15fzc878hoNkF0uxT2fbcalFJFBvvSKCOTS5PgOE1zuPFTK/oJKyqodPLVYv1JO3V/ErDEJdAvzb+PWtU/lVgefrc9kyqCuRAdbjv2CduqdlRnMW77P/XhQXDBbs0r5/UCxBMiiXbM5XMz5ehtVNgcDY0PoFuZHRKAvw7p1wWRsuRuiLpfivBeWs+9wBVU1HdpS/jGBxIgAr+2jpMpOVlEVA2KD6y1fmX6YtNwyekYGMn9lBr/szOOVq5Lq1Xgej++25DD3590cKKzk1N4R7uVBFj0cKLOefEe0HTllLNmey8R+UaTllnHL+78Deq3zBcPijvn6rVkluJRiSHyXk25Lczzy9TbeWbUfALNRY96fRhJkMTEwNhhfk9G93mXJ3dh3uIJP12fy6KId7gBZKYWmaTz9GhEIQwAAIABJREFUwy5cSpHyjwnc8v7vvPhrOhP7R5HUPbRVfo9a5XYXlQ5FlJ8Rp1JklDsJ9zUQYtZIK9UvgNJKHfxlVTH9QkycGuXDlweqKbC6OLU8kwHO0uPan8Vs5LYze5OSlkf3o8QPFrMRi1l/P9t7cAydLEDedaiu1+T2f01mzb5Cbnv/dx75ehuvXJ3Ejhz9Q/Hs5cOwmI306xrE8z/vpk90IEEWM4PjQrCYjTzx/Q4+XHOA0iOutN9bs58XZybRPfzEAsy9+eU8/eMuLh4ez6m9I/DzMR77Rceh3Opg16FSRiSEcfcnm9mSVeJ+7sUrh3PbBxtIScsn2GKiV2Qgg+K8HywppVAKDIb2eSGxdl8hmzOLuXpMAhazEaUUX2zIIqekmi83ZLE7r5xDpdXcO6Vfm7az3OrgqcU7MRo0ZoyIp2uwhfBA32O/EFi5p4BekQGUVDmYM30A5w2Jod9Di1mzt4Csoipmn5rYbi8AqmxOUvcXcqBQvxV4sLCK1XsL+Pzmce32MyW8Z0dOKR+uPQDAlxvrakGfumQIl43s5pV9bDhQRHpeOWf3jyY0wId9hyu4cUEqu/PKCfSt+8r8bmsOt0zo3axtKqVYtaeAwxU2zu4fhb+PidJqO08t3smevAoKK2zsqunVv/r+s+gaov/92Rwubn7/d/foCaH+ZkL9zXyw9gBTBnWlpErPJhub+dn/amMWd3+6GZtDv0uaWVRXb1yblfZGicX6/YUA/N/5AwF49bc9vL/mQLNGyyiptHPeC8sBuHh4HBcnxXNaHz2Q35pVwme/Z5KyK59qu5Mgi4npQ2L561l9AFi49gDzV2aQGB5AfrmVZy4bSkL40S9isoqr3MHx5IHRvHr1iCYTXX4+Rh45fyAxIRae+H4n27JLMBkMXPjSCveF05/H9yAxIoCnZgzhvBeW8/OOXIyaxpD4kBZLoCmlcCowGTT2lzu4ZmkR2ZVOVk+P4ufsau5J1WObyxL9yKxwMrOHHxNifLlpZTE7SxzsLKk75pNK98EJnP7/Mblvu8uWn6xOFSD3jgrkgz+Ppn/XYPx9TJzZN4q7J/flkW+2M+KxnzAaNH74++nuK5wz+0XxSsoerpufCsC14xKZ2C/KfVu6W5gf394+Hh+jgb9+uIFlu/O56b31fP+38cfdtl935vHIN9vYX1DJd1sOkRDuz5t/Sm52eUdOSRUxIX4NtpnUPZT0/DI+Sc1k4bqDALz5p2T2Ha5gQEww22suCvp11ffz0Jf6EC1RQb7864JBbM8u4fJR3d1lKJ6cLtXsE3NuaTVWu4sP1x1gwcoMfrzzjEa32VbKqu38Z/FO3lutf/luPFjM/y4byvurD/CvRXrP3J6R+on2lZQ9GDSYNSYRgK4hFlwuxYaDxfSPCcLfp+7PqtzqoKxazwwlJ4adUNvySqtZl1FEz8gANmcWs3DdQQorbOwv0L/c3l6RQc+IAL7723j3Z7cpJVV2tueUcuc5p3B7zZcKQHyoH4s260P1+JmN/O3sPg1eq5SizOrAx2g45n4AFm/NIaOgkpIqO5sOFpOWW87oHmG8dFXS8fz6bgvXHuC+z7c0+XuFBvjwSepBPvs9kznTB/LZ+kwSIgK4clT3Zn9ORdM2HSzmlvd/p39MMDEhFh44t7/XL+KPZK+ZiMBckx2u7dTz1a2notAvmO76eCMpaXnuALm5F+GVNke9v9W8smoKym3MeHUVTpfi6jHdeXDaAK6fv469hyv0/d52KuXVDi54aQU7c+oSLsWVNsqqHew8pE+QUFJlJzkhlP4xwWQVV3HlG6vdf6/Th8Yyvk8EP23P5cftuQ3a9eySNG48oye9IgNZsecwJVV2rju1B/26BnHe0BheTdnD3F/S6XH/dwBcNDyOZy8fdsz38tddefz9o40khPnzj8l9ue2DDRRW2NzPB/vp70VhhY2vNmZRUG7jjL6RGDXtuDPlL6fsoYu/mfhQPzRN45/T+vP+mgMUVuiB/t78crKKqxgcF0IX//qZxHdWZbj///mGLL7YmMXSu8+kW5g/ty/cwN78CmJCLIztGc7nG7JYsHo/fz2rD++uyuChr7YBsLMmGXb5a6tZdPtpRBwlebBgVQZGg8bSe85s9nfSqB76ufzdVfsZkRDqDo4jAn24baJ+7hxYcyfgpV/38NKve/jwz2MY26vp8oMTta3Yzs0ri8mpdNLF10B+dd0YxneuLea3Q3XH+OMM/e9nTJQPk+Ms/DQ5gvQyB//dUsar40JJCDRi/r+tEBvr9XZ2RJ0qQDYaNMb1iqi3bNqQWB75Rg+ArhzVnd5Rge7n/jy+J/5mIzFd/PjHJ5uYvzKD+Ssz6Bps4bKR3fjLGT3dJ9g3rknmpV/T+e8Pu3h00XYOl1t59MJBBHvUiuWVVRPgY2L13gJO6xPhvnWzMv0ws+evIzzAhzeuSeaHbYf4dH0mZz+zlDUPnFUvm6eUYndeOW+v2IfNoVi6O5/YLn7uYveoIF9mjUngzH5RzJ5fV0cU6GsiPtSPzKIqrn9HD/jPHdyVOdMHYDJqdAvzZ2zPcM7sF0mQxcz9n2/hL++tB/ST1C0TerN6bwEXJ8UxMDaEOz/eiEspnr50KHN/3s2SmhP9g9MGMG1IDPllVmJCLNicLn7dmcc/PtlMhc1BbT+w55ak8d9LhzZ6nOxOFz9sO8T4PpGE+J14rV2lzYHTpdiSVUJ0sIUgXxNRjWRGCytsJD26BMD95b9oc069gPH5K4Zxdv9oXl+2l3nL9rlPerUuHBbLlxuz6RkRwJD4EDIKKtl5qNRdzw7wylVJHCispE90IBP7RbN+fxG+JsNRM/UfrdODwsb6z909uS+jeoTxn+93krq/iFdS9nBHTUcbT7W3/0D/Yqr9PT2d1juCg4VV2Jwu5i3bi9EA14xLJLu4CrPRQK/IQOZ8vY0Fq/Zj0PT3JDrEgo/RwMIbxzT4knO6FH/9cAP2mpq2sAAfCitsfLslh+edLtbuKyTE30xCeIA7K7cnv5w1ewtZl1GIyaBxwbA4ekYGEFvzpbWpZkD6t65Npl/XYAorbHy5IYt5y/dRUGHj3s82uwOOqc8vc7fl1515WMwG8kqtvHfDaHdwvze/nECLiaigY6dLPN/D1rYls4TXlu7BaND4+9mn0KMZwUq5Vc8IBdbUT27OLGF8n4hmXdgc6fstOfyWls+mzBKyiqtwKcVPO3KJDPIlMSKA0T3CjuuOQ15ZNREBvu4A9tedeazNKCQ5IZRPUjMxGjVOiQpiUFyw+1z18HkDuO60HmQW6V/wieEB7qHI+nYNYn9BJZlFlTzx/U5+25WPr8nAhzeO4RSP4bgqrA4Wbc5mzT79M3awsIqbJ/TirH5RzHh1VYN2vrf6gPuC+dpxidx4ek/3Z/Hs/tEs2pzN0t35zEiKZ/7KDBxHdMgyGzWW3HEG6zIK2V9QyR1nn8JXm7L4ZlN2g5EQaoOn2z/cwEepB/l6UzarHziLbzfnEORr4t6pfd3fFzNGdOP1ZXuptrsItpj4YkMWa/YWoGkaFwyL5a5JfetdEJZW2znnmd/ILbXSPyaYz24ei6/JyMxRBVw1urt7PV+Tke5h/ryxdC8VtdMCLwIfo4G0x6cC+t/BnvwKft2Zh6/ZwNie4Q2GPLM5XOSUVDNrTIL7b6b2e/I/i3eSllvGlxuzUArG9gxnXK9w9hVUcOPpPfExGnh7xT7O7BvJW9eOJKOgkrP+l8KHaw9w28Te7Dtcwd/O6uM+zw2MC+HRRduZt2wv//sxjdN6R/DGNclYHU6+2pjNnK+3MenZpXzw59H06xrs/hzMfGM1FpOR607rwRe/ZzGuV/hxJWyGdw+lb3QQC9cddCeeNs2ZhMul3N9ZmqbxyPQBfLj2ILtyy9iWXdJkgHwi55dqu5MleS4eSi+k2KY4O9aXn7KtmDT49pxw7kstZVlNcBznb+DLs8LZWuSgT7CJ+AD9s9Q72ETvYBNT4trnHcO2prVVz/Xk5GSVmpraJvs+0oT//kpGQSUf3TiG0T0b/wB/vO4g93y2mSHxIcyfPYqwRupn0vPKOO+F5fWColB/M3anwqBRrySje5g/s8Yk4HApFm/NYXtOKRsfnkRATbDw0JdbeXf1fuK6+PHkJYMZ3SOc+z7fzOo9BWQ3MRuN2agR28UPDbg4KZ5nlqRh0OCR8wcyY0Q8/j4mUjMK2ZJVwo/bcnnovAEN6t1A/2NdsGo/3cL8OFRi5YEvGs/aAfj7GKlsYo71s/tHU1ZtZ82+QuJD/egW6k9WcZX79vjcmcM5f2jdleqhkmpuWLCOtNxybA4XQRYT5w+N5YqR3Rkcf/Ryj/wyK1uyivlqYzbTh8TiazZw7dvr6vUiNho0Pr5pDCMS6jK5JVV2Lnt1Fbtyy7hiZDeevGQIoNfp1dbN7fn3ufW+cA4WVvLAF1twKcWK9LoOHQDBFhOl1Q5iQizk1Bynmyf04pWUumDaYjbw0pVJ7i//2vdxREIoT80YUu9OwJ0fbWTp7nwuGBbHm8v3ERXkS16ZFaNBY/djU91Bxh0fbeSrjVm8MDOJ03pH8Od3U0kI82dbdinpeeWM7qn/zsvTD6MU/HjH6fWCh1o3vLOOn3bk1Vs2MDaYb28fz/QXllNpcxAe4MvW7BIGxYawNqOQ964f7b4FWutQSTVjnviZB6f1Z8aIeLr4+/BySjpPLd7FJUnxfPZ7JgAGDQbFhXD/1P7c8v56iirtWMwGDJpGpc1JiJ+Z3x86B6NB4+b31rM7r5yf7jzDvZ9lu/OZ9eZaPr5pLFe/uQYfo4EbxvfguZ92M21IDMPiu/DMkjR3hufxiwZx1egEPlufyV2fbAKgi7+ZbqH+lFsdJCeEMn1oLG8u34fZaMBiNvDPaf258g29Y290sIW+XYOYNTah3sXv0ZRU2imusrEjp4xlu/O585xTCA/05UBBJY9/t50rRycQHuCD1eFieLcuGAwaSim+3pRNUYXNfQEPcM6AaN64JrnJfRVX2tiTX8Elr6wEYMaIeD5dr7/XY3uG8+KVw5tdiuNyKV78NZ1nlqQR6GsiOtiXSQO7cs/kvlz95hr3Zz8swIdv/nraUQOMD9ce4LXf9uBw6Z2hRiaG8sY1yfiajPR/eHGz2jMkPoSCcv0Lf/m9Z7oDige+2MIHaw6410sM9yejoJJBccE8c9kwekcGYnO6mDZ3GXvyKwgL8GFkYig7csoorLBx3amJzP0lnd5RgQyOC8HHaCAu1I9fd+WRdqgMs8nA2gfOxsdUV+O8J7+cz9Zn8taKfe7z/UXD45jYL4qwAB+sDqf7zqP7Nf8+lz355aTsyuNQiZW3Vuzj6jHduf2sPu6LtOJKG++t3u8enxjg4qQ4nrmsfobY4XRhNGj8lpbPo4u20y8mmF2HykjPKyepexemDOrKrDGJfLj2AKn7C/luyyGGxofw2qxkd/lGYx76civfbz3E7FMTOa13BBe8tAKAtMem4lKKa99ey+q9hfVe89eJvblrUt2t9V2Hypj83FKevHgwV4yqC8D/vCDVnUiJCbFgMRvZV5OZB/1cUHu6nndNMmcPiHa/LjWjkCcvGcJN767ntVkjmDywK6Df6buwpo3BFhPv3zCm3nfFjpxS98VyXBc/SqvslFkblpDccfYpjd41O5r//rCTN5buw1ZzlyPjyWmNrqeUIvmxnyiosBEe4MM9U/py+ci69+WbTdk88vU2HC5FdLAv43pFsCOnlCcuHkxabhnrMoo4WFjJkh25zEiK58HzBhDiZ+a6+ev4Zad+rj4tyof3zghjWa6V/iEmIix6AFxodZH0dR5zhgUxu08z7wLMmaNnkLOzwWqFuDiYP/+43pv2TtO09Uqppk+ktetJgAxLtufyzy+2kHL3hHq33I7kcik0jaNe6e07XMG27BIe/mobhRU2Zo7qjsul8PMxMn9lBqB/UR0orCSr5nahyaAxZ/oAZo1NdG+n0uZgadphHvl6G4dKqzEbNXc27tELBnLGKVFYHU6yS6qx2p0kJ4ZhMRt4f/UBHv9uB6BnBd+9ftRJZb6UUpz/4gqsDief3TyOl37dw4JVGdwyoRfzlu/jlKgg7px0CpFBvvy8I5d9hyv4ZlMO8aF+7ttcg+KC+eKWU923SW0OF1fNW826jCJ8jAZO6RrIab0j+WHbIfYdruCSpHjKqu1kFlWx93A51XYXD07rz6bMEgrKrZzaO4KxvcIx1PxeP23P5cVf64bkC7aYOP2USBZtzuGm03sC0CsykHs+28zNE3rVqx9+4efdPPNTGvdN6cf1p/Wo19En8b5vgaZPfKB/djKLKqm2u0gM92fSwK5sOFDEkPgunPLg9wDse+Jcnvh+J0opwgJ8+c/ine7XXzQ8ji82ZNXb5oPT+jN9aCzpeeXc/N56+nYN4uObxpKyK59xvcM5XG4jwMdYL2tbUmXnopdXsDe/wn2nAGBATDBD4kPcWY7YEAvRIRYW3jimXucTz+0cLKzk603Z/LjtECajgfS8ckL8zJRU2blgWCzPXzEcl0uRW1bN2Cd+ITHcnx4RAfSLCebacYm8vnQvb9Z0Anzr2mQm9tO/6Jam5XPNW2sBvVzlL2f04p5PN9fb//NXDGP6kFgqbA7+tnAjv+zM4/krhjFtcAxXzlsDwMc3jXWvvz27lHPn1mWL50wfwLXjElm5p4ARCaFYzEZKquxkF1dx47upHCqp5tpxibyxTG/fPVP68vOOPNJyy+rVXmoa7qx9gI/RnVHrGmzhUGk1mgbnDorh1jN7s/NQKWEBPgzvHlrvjkeVzclbK/bxwi+76100GzS49czefLclhz35dQECwKjEMD66aQwpafnMfrvuDtCkAdFEBvnySWoml4/shsVsYNqQWIZ10zsxfbEhk+W7C/hh2yF39rhWeIAPZ/WP4pOaQPmaMQk4lXKf6yprOrz16xrEcI/ORB+uPcD9n2+hV2QA3//t9HoB4v6CCp78fidLtuficCkCfU2cMyCaVXsKGNMzjDvOOQWT0UCgr4lnftzFO6v2Exbgw9ie4RRW2Fi9r6DeXZHrT+tB12ALWcVV9IgI4JtN2VTZnbw9eyTBFjMXvLiC7OIquoX5c9WY7lw1um6c1XnL9vLYtzuID/Xjnin9mDqoK7PfXsfy9MOAfldtZGIY327J4X+XDuXipDg0TWPlnsNc+cYagnxNWHyMrH3grAbnymq70/37NaZ29AOlqNf3pMLqYOCcH9yPpwzsyquzRrgfV9ocPP/Tbm6e0KvRuy9vr9jHu6v3k1lUxXvXj27WrXmXS/Hm8n3MX5nh/m6pNWlANC9emVTvGDbHVxuz+NvCjQT5mvA1GzhcbsNY832VV2p1n3fnTB/A1WMSWLj2gLvM4e3ZIzmzb1S97VXaHHy9MZtpQ2J4dNF2Pk7N5O7JfblgWKx+IWtzklVcxWc3j3N/X+zIKeWCF1e4A9Fl95zp7khe+zsnhPszpld4oxettefxIfEhlFc7GBIfQqDFRIXVyam9I3C6XEwbEtvkMT4apRRVdifl1Y5G707W+v1AEWv2FvJx6kEOlVSzac4krA4nv6Xlc//nWyirdnDV6O7szi1nbYZ+AdLF30xxZcMOk4G+Js4d3JWPUzO5IV7jwn5hRPsZiLQ0fneo2qnwNRw9bqlHAuS69SRAbj1puWXszS9nyqAYXC5FRkEF767ez+0T+zTZo7OowsbtCzewbLd+sl9yx+lHncVnS2YJ019czsjEUN6/YcxxnxAbY3U4UYoGt2erbE4sZkODPzybw4XZqLEivYDZ89fy2c3jGvRGzi+z8txPaVTbXe5sIkCQr4lNcya5M6NfbcyqKVnRM0e1gVpjnrx4MKEBPtz0rl4acnb/aOb9qe5vYPoLywn2MzFlUAyv/JqOAnJKqknq3oXPbzm1wfYWrj1Apc3Jdaf1aOY7Vd+Haw+wI6eUf10wyL3M6VIs2Z5LfrmVyEBfJg+MJr/MSrCfmX9/t4MFNZ1FPM0YEc/TTZSjeErNKGTGq6uwmA3MGpPA/VP7u9/HvLJqlqYd5pKa4KC5/vfjLl74Jd1dr+6ZFXK5FJOeW8qe/PIGJSAJ4f7YHS4+u2WcOyPucLr4fushwgN8GNUjDJPRQF5pNdtzSrnn082YjQZS7p7g/mKszUTVqg1KPWuYHU4X//1hFzanC7vTxW1n9mkyQ7Yi/TBXv7nG3dabTu/J/ef2dz//zJI05v68m3un9OPC4foX5tTnl7kvNr669VSGduvCb2n5PLZoO7vzyutt32TQGNc7gofPG0CwxcSV89aQnlfOxH5RnNk3kl25ZQyJ7+K+KOjib+ay5G70jwmioNzGpsySerfewwJ8WPz38ZRU2gkP9KXC6uCvH25go8fYoVMHdSU80MddCtAzIoBxvcO5anQCYQE+9UofVu0p4E9vr3V30DpSsMXEd38bz18/3IDZaGDXoTJKquysun9ig/4NtbKKq1i/v4j3V+9nzb7CRtcBvaTn85vHuWuWV+45zE/b8zhUWsXkgV05b0jsUevE7U4XGjQ6UkW13cl3W3KYPLCr+w6czeHil5157D1czpvL9mF1uBiREMrr14xwXxgqpbjstVWsyyhiYr8o3rp2ZJP7PxFTn1/GkLgQFIoHzu3fIBA+FqUUDpdy/z0cj0e+3sby9MNcOCyWG0/vdcLfAzaHi0cXbefd1fp56aUrk5g2pG70jHKrg4tfXkFabjmjEsPYV1CBzeHikqR47p7c96g16sWVNjKLqprVGfz/vtnG2ysyCPEzs+Ghc46rQ25zEh2t5aftudywIJUZI+LZeLCY9JpziGfG/GBhJRe9vJLD5VZG9whjwfWjAMgprmZPfrn7zuN1p/bgn6b9GKOiGt/ZiZIAuW49bwXImqZNAZ4HjMA8pdSTR1u/MwbIJ6qk0s7DX2/lT+MSmzVczMo9h0lOCPNKcHyyHE7XMYdfuvWD3xnTI4zzhsRSZXe66/w8t/H2igwGxgYzrncEWzJLyCyq5PHvdhDq78PjFw0iLMCH+FB/7E4XL/y8m5gufkwe2LVeKYznrdj+McEMjgvGaNC47tQe7WbqULvTxcUvr6So0sbD5w3gQGEl5w+LbVadLOgZ1dguluP+Mm5KcaWNbzZlc+XoBJwu1eAzVW13YnO68Dcb+WlHLul5euebB6cNcAcrzVFUYcNk1BqM77q/oIJVewp4KSWdM/tGMWtMwkkdq7zSarZllzK2V3iDCz6rw8mWzJJ6nSn3Ha7g8W93cEp0YL3azi2ZJdzywXpmj+uBr1l/Tw4UVDJv+b56ZT3vXDeKM44YOP+Xnbk4XTCxX1S9oLDc6uDuTzaxN7+CgbHBXJrcrdHMocPp4mBRFWc+neJe5u9jZPm9Exst/fJUUmnH6nDyw/ZcLh0Rj9GgkV1cRUZBJbPfXktEoF7CExNiYXBcCPdO7UevyMCjbrOW3elCKXjx13QyiypJ6h7KB2sOkJZbRuqDZ3vtM3m8ar/jGrswrLA6yCuzEh/qd0KBaGexZHsuMSGWRoNZp0sx9+fdfLEhC7NR445zTuG8Id7t5JVfZuXOjzdy8xm9GNc74tgv8LDpYDFOpVp9qLXGOF2KaXOXue+u/uuCgYztGU7vqMB6n8+SKjvfb8lh6uCYBv1w1u4rJCbEomfRFy+GyKYn5jghEiDXreeNAFnTNCOQBpwDZALrgJlKqe1NvUYCZNHalu3O566PN3Fan4h2O2A96JlZBTLyQge0J7+cD9cc4N3V+7l/aj+uPfXE7j40x8aDxfj7GIkOthDoazrpz8sbS/fy4boDjO8dwf953PU4GQ6niwqr092hTojOLq+smpd+ScfmVPz7okEn1/lXAuQT0toB8ljgEaXU5JrH9wMopZ5o6jUSIAshhBBCnCAJkE9IcwNkb91TigMOejzOrFkmhBBCCCFEh+KtcZAbu0fQIDWtadqNwI01D8s1Tdvlpf0LIYQQQghve+edtm6BtyUcexXvBciZgOc8n/FA9pErKaVeB1730j6FEEIIIYTwOm+VWKwD+mia1kPTNB/gCuBrL21bCCGEEEKIVuOVDLJSyqFp2m3AD+jDvL2llNrmjW0LIYQQQgjRmtpsohAhhBBCCCHaIxkZXQghhBBCCA8SIAshhBBCCOFBAmQhhBBCCCE8SIAshBBCCCGEBwmQhRBCCCGE8CABshBCCCGEEB4kQBZCCCGEEMKDBMhCCCGEEEJ4kABZCCGEEEIIDxIgCyGEEEII4UECZCGEEEIIITxIgCyEEEIIIYQHCZCFEEIIIYTwIAGyEEIIIYQQHiRAFkIIIYQQwoOprXYcERGhEhMTW32/FRUVBAQEtPp+ReuS49x5yLHuHOQ4dx5yrJupogKcTu9us6AA7HYwm0HTwMcHYmO9u48abXWc169ff1gpFXms9dosQE5MTCQ1NbXV95uSksKECRNafb+idclx7jzkWHcOcpw7DznWzbR4MUQeM847PnPm6AFxdjZYrRAXB/Pne3cfNdrqOGuatr8560mJhRBCCCGEEB6OGSBrmvaWpml5mqZtbeJ5TdO0uZqmpWuatlnTtCTvN1MIIYQQQojW0ZwM8nxgylGenwr0qfl3I/DKyTdLCCGEEEKItnHMGmSl1FJN0xKPssoFwAKllAJWa5rWRdO0GKVUjpfaKIQQQgghalRUVPDDihU4vN3JLTsbqqowFhdzTnAwwd7deoei6XHtMVbSA+RFSqlBjTy3CHhSKbW85vHPwL1KqQY98DRNuxE9y0x0dPSIhQsXnlTjT0R5eTmBgYGtvl/RuuQ4dx5yrDsHOc510u69lz7//jea0ei1bSqnk82XXYbBYiHqkkuIvvhir237eMmxPrYvvviCuXPntsi2+wMXAX5duhAWEqKPZHGSXDYbwSNH0v3WW93L2uo4n3nmmeuVUsnHWs8bo1hojSxrNOpWSr0OvA6QnJys2qL3ovQcG80dAAAgAElEQVSO7RzkOHcecqw7BznOOuVysXHLFsaOGIGlSxevbbe6qIj84cMZ+Y9/kLlsGePb8L2WY31s69at038uWIC/xeK9Db/4IukFBTy0bRvnh4Zyy+mne2UUi8K0NFY8/HC949rej7M3AuRMoJvH43gg2wvbFUIIIYSH0oMHcVRVYSst9WqAbC0txScoCJ+gIGylpV7brmgZLpcLgAE9e3o3QA4KYl92NocBVzMqDJqrI36uvDHM29fANTWjWYwBSqT+WAghhPC+wp07AbCVlXl1u7aysroA2cvbFt5XWx7b2C38k1VcWkohTZQCnKCO+Lk6ZgZZ07QPgQlAhKZpmcAcwAyglHoV+A44F0gHKoHZLdVYIYQQojMr2rULk7+/14MNe02AbO6AgUxnVBsgGwzenc5CKYXT6cRlMHg1QDYHBOCorPTiFltec0axmHmM5xVw69HWEUIIIcTJK9y1i+ikpBbLIPsGB0uA3AHUllhomndzyBVWKwH+/mhFRV4tsfB2O1uDzKQnGti3eDG/z52Ly+Fo66YIIYTwULhrF12Tk6XEog1snjePnR9/3NbNADxKLLwceBaWlxMWEoKGd0ssOiJvdNITfzBrnngCp81Gt4kTiRzUYGQ/IYQQbcRaVERwYmKLBchGHx9cdrtXt/1HYC0tZf1zz6FpGv0uu6ytm9NiNcgVViuBAQESICMZZNEIe0UFPaZOpWjXrrZuihBCiCO0RJbXVlqKT3Bnnhbi6IrS0ogdMwaD2dzWTQFargbZ5nDgYzZj0DSaM0/G8dCMxg51Z1oCZNGAcrkI79/f3VtaCCFE++ETHIy9hTLIAHg5MPojKNy1i7B+/QC8HjieiJaqQa4NkDXA5dUtd7yRLCRAFo0K69ePQskgCyFEu1EbmLVIBtkzQKZ9BIHtSeHOnYT17YvJYsFptbZ1c1qsBtnmdOoBcgtkkH06WAdQCZBFA5qm0aV3b4p2727rpgghhKjhqK7GaLHgExSE1cuTLngGyEaLBUd1tVe339EV7tpFaN++7SYLqpRqkZEhbA4HZrMZA96vQW4v711zSYAs6nE5HGhGI2Y/P5zV1ZJFEEKIdqIlR5qwlZVhrgmQO1og0xpK9u0jpEePdjNOtMvlarEAuUVLLDrQbHoSIIt6rCUl7o4afpGRVB0+3MYtEkIIAXWTefgEBXm1BnnJLbeQs3o1/lFRAF7ffkeXuXw5FdnZGM1mwvv35/Nzz2X9c8+1aZuUUi0yi547QG6JEot2cnHRXBIgi3qKdu8mtHdvACyhoVhLStq4RUIIIaAmgxwc7PVAo2jXLq5au5aA2gC5g9WKtrSyAwcYceedAJz26KNMfvNNivfsadM2KaW8PoIF6AGyr4+PlFggAbI4QuHOne6euh3tdogQQvyRtVSJha2sDJ/AQPfjjhbItDRraWm9DowtUQN+vFwuV4tkkO1OJ+aaDLKMYiGEh9qOCNDxPsxCCPFHVhuoeXsyD+V0YjDVzRsm5/76jhzhw9wOSlBaqpOe3enEbDLpE4V4ucSivdRvN5cEyKKe2qFsoON9mIUQ4o/MfkSg1lIkQK7vyADZtx2UoLRUiQU1gbdB07xeYtEe3rfjIQGyqKd0/36CExIAOUkKIUR74hmoteQIQ1JeV9+RFybt4buxpUosaslEIWA69iqis3A5HGgGAwajEeh4H2YhhPgjs5WVuUeaAO/cZldKwRHb8AkKojIv76S2+0dyZAb5WCUutrIy0j7/nOgRI4gcNKhF2tRSJRa1WqLEwicoiNzUVLbOn6+X9MTHe3X73iYZZOFWVVCAX2Sk+7EEyEII0X54BmomPz8cVVUnvU17RQXmgIB6y+TcX9+RAfKx5Kxdy9onnmDDCy+0WJuUUhi8HCC7HA530N0SJRYRgwfT+8ILsZWVYSsv9/LWvU8yyMLN1khPXZlNTwgh2ofaYd6gbig2s7//yW/ziOBPAuT6rKWl7ve9OWylpUSPGNGi72FLTBRiq6zEp6azpga4vJ1BDgxk+K23uh+npKR4dfveJhlk4XbkiVJOkkII0X54nqO9dX5uNEDuYJ2pWlpjnSOVUk2WINjKygiIjW3R97AlSiyODJA7+zy6EiALtwYBcnCwdNQQQoh2okUC5CPuHHpz238UjqoqTH5+9ZaZ/f2bLHGxlZUR2AoBsrdLLGwVFe4AuSVKLDoaCZCFm2SQhRCi/fIMZr2ZQTZLgHxMR2ZrjzYMqq2sjMCYGOwtWGfbEUssOhoJkIWbBMhCCNF+tVqJhQzzdkxHe/9tZWX4hIRACwaYLVJi4ZFBlhILCZCFB88OIKCfANp6tiAhhBA6zxEnguLj+fXvf+e3e+89qW02FiCbAwJaNPvZkWSvXk1Fbm6D5ccMkIOCGgyf501KqZMaB9nlcPDatGn1lm36/HMsZjOgZ8wlQBaiRoPpNAMCsFdUtGGLhBBCuCmFVjN72tCbbuLqtWvJXb/+pDZpKyvD94gRGjSDAeVytehkJB3F3u++46wXX2ywvFkBcgs62Zn0bJWVlB0R+JceOsSIHj0APTjs7EdfhnkTbrayMkL79HE/bslByIVoCXa7nczMTKqrq9u6KeIkWSwW4uPjMddktERD3iiFsJWVEdytW4PlgXFxlGdlEdTOJ3NoaYfWrWPoTTc1WN7cDLLL6XRPvuVNJ1uDbKusrPdYuVwohwNjTdCtaVqnr0GWAFm4NdabWTIIoiPJzMwkKCiIxMREucDrwJRSFBQUkJmZSY+ajJZoyGAyoZzOk9pGY530AML69aNw165OHSArpSjPyiIwNrbBc0crQawdFs4nMBB7eTm+ISEt0raTOcPZjrg7XJaXR1B0tPux1CA3s8RC07Qpmqbt0jQtXdO0+xp5/lpN0/I1TdtY8+8G7zdVtLTWuC0kREuqrq4mPDxcguMOTtM0wsPD5U6AB5fTidYCmcjGEiMAYX37Urhzp9f315GU7t9PSBMX20cbK7q2P09LdnT3RolF7XYACjMyCE1MdD8vJRbNCJA1TTMCLwFTgQHATE3TBjSy6kdKqWE1/+Z5uZ2iFTQWIGtGIy6Ho41aJMTxk+D4j0GOY3328nLMgYFe325TiZHaDHJndig1lejk5EafO1rw67TZMPn6tmiA7HK5vJJBdlitgB4ghyckuJ////bOPDyq8nr8n5N9IUBCkB1kTSpbWKIs37BacCkRKUjFhViXtraC+qW2kZ+IKL+vfcCltX2+WlsoQlW0/FTADTFFQBFEjUggISRsEQRMyB4ySeb9/TGT6WQyM5kkM5lk7vt5njxP7r3v3HvmnrnvPe95z3uODrHwzIN8NXBcKZWvlDIBrwM3+VYs/1NVWMiFb77xtxhtii45auHi4cPkbdtG/vvvOw0xqS4pIf+99zC3cmpTo9FoPKXahacXkVaFwrkykGO1B5nzBw/SMznZ6bGwmBiqHeK/i/Pzydu2zVZAxNce5JYOIi+XlnLGurjTVFFBdXk5p7/4ooEHWYdYeBaD3Ac4Y7ddAFzjpN1PRWQKcAx4SCl1xrGBiNwH3AfQo0cPv9ThLi8v9+i6F956i9N/+hPj//1v3wvVTrhYUMD+zEyCjx2z7SurruaTHTsIt4tN6gh4qmdn5Pz3fxOdmEjxp58y9OmnCe/Zs8Hxi1u3cuq55xi+YQOR/ft7QVpNa7DXdZcuXSgLsAHdqVOnuOWWW9i/f3+rzvPee++RnZ3Nww8/zPbt2xkyZAiJiYkA3HDDDTz11FOMHTu2wWe++uorXnvtNdasWePxdUwmE8uWLWPPnj0EBQWxYsUKbrqpZT6Vy5cv23Tbmmc6EKjIzqakrq7RPaioqSHjgw8Idqj05infnzrFwUOHCC0oaLBfKcXFkyfb9Xva1+R9/jmVI0dy2oks5QUF/PDll9TYHTu5di0SFET07Nns2rWL74uLqdqzh84OC+K8wblz56gRYZeTFHRN8cNHH3Hp22+J6NuXPadPU5GTQ1FFBTmxsRyfOxdCQ6l67z0uXHEFu6ZNAx/por3o2RWeGMjOhiiOA4ttwGtKqWoR+SWwAZjR6ENK/RX4K8D48ePVtGnTmietF9i1axeeXHf/559zGpg6ZYotrU6gcyYkhBnXXdfg+1YOGsS4ESOIHz7cj5I1H0/17IyC4GAWbdjAB3fdxdgRI+g+YkSD4//eupXSoUNJ+tGP6OXCu6BpO+x1ffToUWLaeRx9bW0tISGer4/u1KkTQUFBrf5eCxcutP3/4YcfEhoaSrL19xscHEx0dHSja0ydOpWpU6c26zqPP/44ffr04fjx45jNZoqKilose0REBGPGjAFa90wHAllnznDF9OkkO9yDwr59mTBmDNEOA3lPORcayrTrriM0KqrRsYKYGL/c8/ai6x8iIpgyaxZR3bs3OnZ59GjefuONBnJue/FFJq9aRdywYQDs27OH+MGDGeqD77J+/XoiRJjWAufVVyEhhN14I99lZpIUGcm5kBCGzJrF6AEDYN066N2bTqWldDOZmLZrF/zjH16XH9qPnl3hSS9dANjngOkLnLVvoJQqtNt8GfhD60XzL6ayMoJCQig9c4YudnE5gY7jYMBdOc1ARdXVERQSQqiLVcpF2dn0TE7WRVTaOQ8++CCZmZlePWdSUhLPP/+82zavvPIKa9euRUQYNWoUGzduJC0tjbi4OL7++mvGjh3LwoULefDBB6mqqiIyMpL169eTkJBAVlYWd911FyaTCbPZzJYtWwgNDaWuro57772Xzz77jD59+vDOO+8QaecxrKurY+jQoeTl5VFSUkJcXBy7du1iypQppKSksH79evbu3cvBgwdZtGgRW7du5ZNPPuGpp55iy5YtALz55pvcf//9FBcX8/e//52UlBR27drF2rVr2b59OytXruT06dPk5+dz+vRpHnzwQZYsWdLo+69bt45s69R8UFAQ8fHxAKSlpREZGUl2djanTp1i/fr1bNiwgX379nHNNdfwDx+9hAOFSzk59JowodH++mn8lhrItVVVhLTQ+xzouFu4HhEbi6mkxG379hpiYaqooFP37oRFRWGqqMBUUdEggwXoEAvwLAb5C2CoiAwUkTDgZ8BW+wYi0stuMxU46j0R/YOprIyeyclcMtAiBWdxbEaMQa4n3MUq5Ypz54gdNsyw90XjmqysLFavXk1GRgbffPMNf/zjH23Hjh07xs6dO3nmmWdITExk9+7dfP3116xatYpHH30UgBdffJGlS5eSmZnJwYMH6WtNsZWbm8uvf/1rsrKy6Nq1q82orSc4OJhhw4Zx5MgR9u7dy7hx49izZw/V1dUUFBQwZMgQW9tJkyaRmprKmjVryMzMZPDgwYDFs33gwAGef/55nnjiCaffLzs7mw8//JADBw7wxBNPUFNT0+B4cXExAI899hhjx45lwYIFnLebAr506RIZGRk899xzzJkzh4ceeoisrCy+/fZbrw9mAo2inBziEhIa7XcWC9ssRNwaWkZO9VlXXU1weLjL42ExMVTbGck1bWwgB7XUQK6sJCw6mtDoaEyVlZZthwWgQa2MbQ8EmvQgK6VqReQ3wIdAMLBOKZUlIquAg0qprcASEUkFaoEiIM2HMrcJ9QZyUU4OV86a5W9x/IYhDWRrp+Psu9devkxweLjbFD+a9kFTnl5fkJGRwfz5821e07i4ONuxBQsWEGxN01VSUsLixYvJzc1FRGyG5sSJE1m9ejUFBQXMmzePodbCPQMHDiQpKQmAcePGcfLkyUbXTklJYffu3Zw4cYL09HRefvllpk6dagujaIp58+a5PT/AjTfeSHh4OOHh4VxxxRWcP3/eZsSDxcguKChg8uTJPPvsszz77LMsW7aMjRs3AjBnzhxEhJEjR9KjRw9GjhwJwPDhwzl58qTtO2oaU3LiBF2c5IRudR/txggKiYyktqrKafiFUXA3eKjP9NHr6qsBqKmstJUCB8sMbOXFiz6RqzWFQkyVlYRFRf3Hg2zdtkcAsxfk7Mh4FFyrlHpPKTVMKTVYKbXaum+F1ThGKZWulBqulBqtlJqulOrwS19NZWX0GD/eMGluzLW1TnNseqNSU0fCfsTs7MVz6fhxYocONebAQdMk7qY9o+1enI899hjTp0/n8OHDbNu2zZbvtz78ITIyktmzZ5ORkQFAuJ0XKzg4mFonqRdTUlLYs2cPBw4c4IYbbqC4uNgWZuEJ9ddwdX5P5OjWrRtRUVHcfPPNgGVQ8NVXXzX6fFBQUINzBQUFubymxpIDWZnNBDmJXXdXsKK1GDHErjnEJiQ0shHsn//2HGIRWm8gV1ZiqqhwaiAb23/soYFsRGrKyuh19dVk/uUvmMrL/S2Oz3EVaxXepUuDKaRAZ+/y5UTExgLOXw6Xjh2j69ChRHXvzhdr1vD6tGk+8xBoOh4zZ87kjTfeoLDQsiyjqKjIabuSkhL69OkD0CD2Nj8/n0GDBrFkyRJSU1M5dOiQx9e+5ppr+OyzzwgKCiIiIoKkpCReeuklUlJSGrWNiYnxSbYPEWHOnDm2lekff/wxV13lLG2+pjmUnTlDjJNy0NA6I6z28mWCwsJcHjeyI+D7gwcpPXXKbZu4YcO4ZJf1yRF/h1iYqqr415IlvHbPPba/zb/4BWUXLhAWHU2YfYiF3QAedIgFaAPZJaayMjoPGMDg1FQqL1zwtzg+x5WB3GXgQEry8/0gkX848f77zHvvPcB553a5qIjI+HgGp6aSdvgwXa68kjKH9Ega4zJ8+HCWL1/O1KlTGT16NA8//LDTdo888gjp6elMnjyZOrt82ps3b2bEiBEkJSWRnZ3NnXfe6fG1w8PD6devHxOsC7lSUlIoKyuzhTHY87Of/Yw1a9YwZswY8vLymvkt3fOHP/yBlStX2hYoPvPMM149vxGp73ec0RojrDg/n66DBrk8bmQDufDoUZIfecRtm4hu3bjsYhAMvr1/noRYXMjOpkvPnsz/859tf5Fdu1J85gzh0dENFunpEIvGeJ5ryGDUB+dHxMYaooNwWU3JQMnia6urCQoLIzg0FHDeuZnKyoiMj0dECI2KIrxrV0P8PjSes3jxYhYvXtxgn2OGhokTJ3LMzvP05JNPApCenk56enqDtnFxcRw+fNi2vWzZMpfX3rNnj+3/RYsWsWjRItt2WloaaWlpAEyePJkjR47YjtnnIo2Pj7fFIE+bNs2WhmnlypUNrmUvkz0DBgxg9+7djfbb34Mrr7yywed1Bgv3uMumENa5M+Xffdei8xZlZxPrZOGf7dwGNpBNZWW22URX2N8fZ2GK/g6x+D4ri14jRxIaEWHbFx4TQ/nFi5YY5Ojo/xjIDh5kEdEhFv4WoD0jIobpIOprxzsS1aMHFS1IRN4RKT5+nFi71f6uDOS2WqWs0Wg00ISB3Io+6JKLzBi2c3fubKg1KPa4u+f12N97U1lZo0wQYZ07+yw+3JMQi++PHqXHj37UUKaoKFs8e32IRW11NSEO2TqCMHYGE9AGcpMYJVuBq85ARAiJjKTGB5WA2htFOTkNvCnOdO/MQNb5kDUajS/xlYFcmJ3t3kA2sAOgxoXTyJ5GBrKDjvwdYlF04gTdHDKf2HuK60MsoHG2Dh1ioQ1k17hJ9RWImEpLXXbAscOGcSk3t40lansu5eQQZy29C84zeDTKc2mQAZRGo/EfTRrILfTyXjp2jFhr1TeX5zZo/9YiD7JD+5DwcOqqq30iX1MhFpdLSwmLjibIMezD3kC2epCdnUeHWGgDuRHVpaWc2b2bYOvK3rCYGEMUC3HXGcQlJHByx46An25x9KboEAuNRtMe8IUHWSnVZI5jI/dv1W6cRvUEh4VhtuYwN5WVEdqGZe6VUrjzH+fv3UsPO4dPPWF2VRPDoqKouHjR6btd0CEW2kB24MimTexbtYqR99wDQO9Jkzj66qt+lsr3VJw/77TePMDg1FQOvfQSpadPt7FUbUvZmTN0tisrHt6lC9XWymD1OMZqt7qKlUaj0TSBqzUiAJHdu7donUhNeTnhzQghMBqVbt6JzjCVlTm9n0oplNn7wQpKKYKCXJtwX776KomzZzfa3ycpiRm//S0AoZGRDJgwgZFz5zZqF6Q9yDqLhSOmkhJG/+IXJCxYAMAVSUmGqCJ0KSeHAdde6/RY9xEj6D1pUsAv1nD00gQFB4NSmOvqbNNU2oOs0WjaGnce5IiuXTG1IFd9dWlps2JsjUbFuXNE9+rVZLv68ARXOorp14/SM2foYud88QZms9mtBxmRRgv0AOIHDybeWl5eRJi6ZInzjwNm7UHW2OP4I29ppZqOxqVjx/RiDbO5UbxW5wEDGnjOTeXlDVYq60V6Gl9z8uRJRowY0ebXXblyJWvXrgVgxYoV7Ny502XbzMxM3rPmD9d4H8e1D46ExcQ0u6CTpzG2Ruzf6lN+evr+V0q5TZXqizDNpmKQlZP3WXPQlfS0gdwId1NZgUxNRUWjFDX2GHUxWqxjHmizGbGb1jLEwEHjVfxZUrml1161ahXXuphhgpYZyLq0tOc0FQ/rrORxU3hqIBsxhMwx5ac7QiIjqa2qchmDHNcC3XhCUyEWrUWHWGgDuRFOO40A9yJX/vADEXFxbtsY1RBsavRv1Puicc0rr7zCqFGjGD16NHfccQdgKdLx8MMPM336dH73u99x4MABJk2axJgxY5g0aRI51t9YVlYWV199NUlJSYwaNYpca/aYuro67r33XoYPH86sWbOoqqpqdN20tDR++ctfkpKSwrBhw9i+fTtgKcKxYMEC5syZw6xZswBYs2YNycnJjBo1iscff9x2jtWrV5OQkMC1115rk6n+3P/6178A+OKLL5g0aRKjR4/m6quvpqSkhBUrVrB582aSkpLYvHkzRUVFzJ07l1GjRjFhwgRbyeyVK1dy3333MWvWrGZVCTQ6TRmzcYmJzTbCmpvGzEgUOWQ0ckeoNYuIKy9/XGKiT4ptNRVi0drZbx1ioWOQG+GsIwoOC3OaSDtQcExv5oxA7yiV2ex0IBSXmEjWhg0uPxfo96Wj86/rrqPqhx+8dr7I+Hjmf/CBy+NZWVmsXr2aTz/9lPj4eIrsytAeO3aMnTt3EhwcTGlpKbt37yYkJISdO3fy6KOPsmXLFl588UWWLl3Kbbfdhslkoq6ujvPnz5Obm8trr73Gyy+/zC233MKWLVu4/fbbG13/5MmTfPLJJ+Tl5TF9+nSOHz8OwL59+zh06BBxcXHs2LGD3NxcDhw4gFKK1NRUdu/eTXR0NK+//jpff/01tbW1jB07lnHjxjU4v8lkYuHChWzevJnk5GRKS0uJiopi1apVHDx4kD//+c8APPDAA4wZM4a3336bjIwM7rzzTjIzMwH48ssv2bt3L5F2q+k17mkqxCIuIYGz+/Y165w6xMI1TVUYtKf+HeDKy98S774nuAuxcPU+aw46xEIbyA2ovXyZ3LfeYvbf/tZgf3hsLO/Mm0fysmX0nz7dT9J5h31PPsn5L7+0bQeHh9N/5ky3uTDB0glcLipi+623Umv1Xo3+1a8Y6GSVbEekpqKCUCchJnEJCRQeOcL2RYu4cdOmRp1OaHQ0NeXlbSWmppm4M2Z9QUZGBvPnzyc+Ph6wlImuZ8GCBQRbYwJLSkpYvHgxubm5iAg11lRREydOZPXq1RQUFDBv3jyGDh0KwMCBA0lKSgJg3LhxtlLQjtxyyy0EBQUxdOhQBg0aRLbVc/XjH//YJsuOHTvYsWMHY8aMAaC8vJzc3FzKysq4+eabibIuSk5NTW10/pycHHr16kVycjIAnV14IPfu3cuWLVsAmDFjBoWFhZRYY2RTU1O1cdxMaioqCHUoBWxPt6uuYuf991N8/Dg3bNxoS1PqDk8M5NDoaGqshSSMglKKr/74RxZ8/LFH7esNZFf3Myo+npITJ8jauJHh1hklb8npqpKeqbKS0FY+YzrEQodYNKDywgX6T5/eqP76nNdfZ/CcOZz7/HM/SeY9ct96ixl/+hMzXniBGS+8QOXFi1zKzW0ynU1YTAwXvvmGmooKZrzwAkPmzuXsZ5+1kdS+x1XnFt61K2VnzpD92muYyssbGdESFGT4XJGa/+DOqxNtZ+A89thjTJ8+ncOHD7Nt2zYuX74MwKJFi9i6dSuRkZHMnj2bjIwMAMLtZq+Cg4Ndxu82qoZl3ba/tlKK9PR0MjMzyczM5Pjx49x9991OP9+c7+fYzpVs0W4MPY1zlFIN1j440nXQIG7bvx9zTQ2XrLMGTeGJgWzE/q328mWie/Ykfvhwj9o3ZSAD3LhpE6fcLHJtCe4q6ZkqKxsUBGkJOsRCG8gNMJWVOU3rEhYTQ5crrwyYqfTO/fvTuV8/OvfrR1T37lScPevRVNv5gwfpnpRk+WwA3Q9wX2rbXaUkjcaemTNn8sYbb1BYWAjQIMTCnpKSEvr06QNYYoTryc/PZ9CgQSxZsoTU1FRb7K6nvPnmm5jNZvLy8sjPzyfByTTx7NmzWbduHeXWmY/vvvuOCxcuMGXKFN566y2qqqooKytj27ZtjT6bmJjI2bNn+eKLLwAoKyujtraWmJgYyuz6gylTpvDPf/4TgF27dhEfH+/S26xpGk8GJZ169aJ7UpLHGRM87c+Mksmpnno7wNPvXW8guwuDie7Vy+uhKu4Gq6bKSsJamZ5WV9LTIRYN8FW9+/ZMWEwMxXl5TVYACouJofDoUa6xvnAD7X640729gewsEbzRXiAa1wwfPpzly5czdepUgoODGTNmTAMDuJ5HHnmExYsX8+yzzzJjxgzb/s2bN7Np0yZCQ0Pp2bMnK1asoLQZWQQSEhKYOnUq58+f58UXXyQiIqJRm1mzZnH06FEmTpwIQKdOndi0aRNjx45l4cKFJCUlMWDAAFJSUhp9NiwsjM2bN/PAAw9QVVVFZGQkO3fuZPr06Tz99NMkJSWRnp7OypUrueuuuxg1ahRRUVFscBPHr/EecWZ1a0YAAA/DSURBVI5Zd9zQ1pXfOgpNxXs7Up/hyV0GLF+8L92GWFRUtNpADkLHIGsD2Y62/oG3B8JiYij/7rumPcidO4NStsV8gXY/TG7SKNVVV1vauPIyBwdjrq0lKEQ/ThpYvHgxixcvbrDP0UieOHEix44ds20/+eSTAKSnp5Oent6gbVxcHIcPH7ZtL1u2zOW1J0+ezHPPPddgX1paGmlpaQ32LV26lKVLlzb6/PLly1m+fHmj/fbyJycn87mTcLN6r3I977zzTqM2K1eudCm7xjnm2lrEw3y2cQkJnHj/fY/auhrwO2K0/q25M4WehFj44n3pNsSiibStnqBDLHSIRQPc/cBDA8AgrKupISg0tMG+0JgYyj0MsQCIsy7mCzgD2YNO8XJhoVOPS2inTpj0Qj2NRuMDnK19cEXssGFcsht4uT2vh4ZgaKdOAdXXN0VLDWRzbS3BDu/XeoLDwjBbF+J6Cx1i4XuMMST0kNJTp1o9Aiw9fdqW5QEsixy6DhnSLqbhnT34YTExliIhHhjInXr3trULi4mh8sIFinJyiOnXr8OX4/akU7yQmem0TZg1D2ZE166+Ek+jaRJnoRyBilKK4rw8VF2dbV+XgQM9yt7Q0XA3u+VIaFQUNZWVTS6mrK2upuLcOY/OW//uc1y8HmhUFRVRdfEiRdnZzTaQz33+OeY2LnyjQyx8jzaQ7Tj00ktct36902OeGMjKbGZTcjL9Z8607Tu3fz9z336b7iNHelXWluDMCKyfYvMkxOIau6nX0OhorkhKYse993Llddcx4dFHvS9wG+LOQJ727LOc3bePi4cOMereexsdj4yPp/LiRTr37+9rMTUe4GmmBU37xl32hMIjR3h77lx6WtPNlZw4wci772bUPfe0lXhtRnM9muFduzYZPnF43TpqKiqcLkp3JKp7d0P0bzvuuQelFCGRkYz8+c89/lz8iBHkbN7MwOuv96F0jTGbzQT7MouFiOFDLLSBbKX+wehtXbjiSEh4OGaTye05TOXlxCUm8pNXX7Xt+3jJEqqLi70qa0tx5UFGxG2OTYCg4GDG3H+/bVtEmP3yy5z86CNOffSRT+RtS0xlZS5fAOMfeggeesjlZ2OHDeNSTg49HYoqaNqeiIgICgsL6datmzaSOzBKKQoLC50uMgQoPHqUEWlpTLAO2k9nZJD37rttKWKb0WwDuXNnTKWlbg3kwqNH+a+nnvJo5s8o/dvl4mJu2rKl2Z7yroMGcaM1Y0tTeHPw7jbEoqKCLr17t+r8ulCINpBtVJ4/T1SPHq06hysDtL3EbzlbnRsWE0NYTEyLH9r29P1ag7sFmk3RLTGR81995WWJNC2hb9++FBQUcPHiRX+LomklERER9O3b1+mxouzsBtU/YxMSKHrmmbYSrU1pbt/kSZ/cnEpxcQkJhujffJ3GMyQyktqqKq+FI7oLsajxQgyyDrHQBrKN5tRed4Wzjqw+BUx7wJl8oVYDuaW0p+/XGlrTOcYmJHD0tde8LJGmJYSGhjJw4EB/i6HxMZdychhy00227U69e1Nx9qwfJfIdLV005o7KCxeaLA5VT1xioiH6N1VX59NMHfUL/b1lIDdZKKS1WSx0iIVnWSxE5DoRyRGR4yLyeyfHw0Vks/X4fhG50tuC+pqi7GziPBhRu4uLa+8eZFfytcpAbkffrzW0xkDuOngwxXl5XpZIo9G44lJuLrHWMtxgeZkHhYVRa03JGEg020BuwmlhqqggNCrK41nDLoMGGaJ/83VIlrfflUopXEnsjUV6OsTCAwNZRIKBvwDXA1cBt4rIVQ7N7gYuKaWGAM8Bf/C2oL6mKCenSQM5OCKCWmtJWGe4CmFoLwakNpBd0xoDOTg0FFVXhzKbvSyVRqNxRClFXXU1IQ7xybFDhlDsYZnljoS3PcjFubnEWtN1eoJh+reOaCD7Ms0b2kCWpuqsi8hEYKVSarZ1Ox1AKfU/dm0+tLbZJyIhwPdAd+Xm5OPHj1cHDx70wlfwnJMnT5KQkECQtaZ9uFJcb03NMtBs5m9hYZS5eUjuMJmoAmpdtOmiFKeCgthlN02TWFfHtNpavg/yf8rp7mYzX4SEkGmXdD5aKebX1LChhemRRCl+W13NMQ8T2bcVzV0MMbiujv8ND6eyhZ3kIpMJE65/GxrfobNWGIN6PQcrRRSw0aHPmlpbywCzmdIA+y30MJvZExLCEQ/72Am1tVxVV0eRi3dOF6XIDwpiTzPCCdq6f/PHM93DbOal8HCfnf+6mhrilaLcS9+rrq6OvvHxzJo0qdGxU/v3c+c//0lkS1KPPv449O7Nre++y+tnzxIRHAwu8ju3lhUrVjQqjNQWiMiXSqnxTbbzwECeD1ynlLrHun0HcI1S6jd2bQ5b2xRYt/OsbX5wONd9wH3WzQTAs6Lx3iUe+KHJVpqOjtazcdC6NgZaz8ZB69oY+EvPA5RSTQbhezKEdDbccbSqPWmDUuqvwF89uKbPEJGDnowcNB0brWfjoHVtDLSejYPWtTFo73r2ZN6/AOhnt90XcFwubGtjDbHoAhR5Q0CNRqPRaDQajaYt8cRA/gIYKiIDRSQM+Bmw1aHNVmCx9f/5QIa7+GONRqPRaDQajaa90mSIhVKqVkR+A3wIBAPrlFJZIrIKOKiU2gr8HdgoIsexeI5/5kuhW4lfQzw0bYbWs3HQujYGWs/GQevaGLRrPTe5SE+j0Wg0Go1GozES/s89ptFoNBqNRqPRtCO0gazRaDQajUaj0dihDWSNRqPRaDTtGtHVgDRtjDaQNYZCRPRvXqMJAESkkzaaAh8R6SciETozlqatMayxICIjRWSmiPTSnWxgIyIpIvJzAKWUWRvJgYmIzBGRR/wth8b3iMhNwFqgh79l0fgOEZkNbAH6W7d13x2AiMhEEfm5iEwWkQh/y1OPIX9sInI98CpwP7ABS/ETTYAhFqKAPwOPiMgSsBnJnlSR1HQQRGQWsAr42t+yaHyLiEwBnga2KKW+dzimnR0BgvWZfhqIBR4GS9/tV6E0XkdEUoGXgP8ClgFX2h3z6/NsOANZRKYCfwLuUUr9FCgBhluPGe5+BDLKQiXwCpZ8i0n1HkalVK1fhdN4DRGZAPwT+KVS6iMR6WotbBSjB0IByWhgvVXXvUXkehGZJCJxSiml+/GOj4jMBP4XuEMpNRS4UkRm+FksjZcRkTjgV8DtSqmfAxeBsSLSU0Sirc+z34xkI748zgL3KqX2i0gvIAUIFZEFwD4R2aSUuuxfETXeQESCrB6HauBHWGYL7hWRFwATltFqsDaWOzwXgApgkIjkYZmSLcei9/dEZKNSqtqfAmq8ihkIs/7/JnASqAXCRWSJUuqCvwTTeJXblVKHRaQLkA2MAjJERHQ8csBQC0RgMYrPAD/GEjY1BzglIv+jlCrxl3CGGWmLSA8RuUIplauU2mXdfRvwglJqLvBvYDbQzV8yaryDVdfd7KbjtgPnlFKfYCmdfjcQY/Uwa+O4g2LVcw+lVD6WZ3cV8C2wSSl1I/AWMAvLFK2mA1P/TFs3PwJuF5E3gb8rpW4DVgCFwHh/yahpPXZ998dKqX0iEmw1kN4C0kVkvDaOOz5WPXdXSpUCzwC/xvKe/odS6iYsswc9gMF+FNMYBrJ1QcdmYKuI2MpgK6XWKqVWW//fhGUk08c/Umq8gZ2u3xWRW627K4HBInI/8BtgNdBdRB7wk5iaVuLwTN+hlMoBrgeeUEq9DKCU2ghEo9cYdGgcnunblVLHgIeAscBVAEqpU0Aw0NNvgmpahVXPb9Cw71bWmcBPsKwluV5EgnQYTcfF7nneJiKLlFLbsXiO9wBHAJRSu4FOwCC/CYoBQixEJBl4ArgdGIBlFPquUqrMod18LMbxmbaXUuMNXOj6A6XUBRHJB34LLFVKbRWRFOCEH8XVtBAXet6ulDoOHLdrNx/oDRT4RVBNq3Gh67eVUu+LyO+B1SJyCrgMJGPJbKHpYDjouT/wqPWZtn9PHwIeBdboMMiOiRt7rFhEPgTuFJEaQGHxHn/pP2kNYCBjedi+scYyncHiZXheRD7FElZxBrgTSzzqLUqpc/4TVdNKnOl6rYjsBHKBm5RSh6xtP9UrojssrvT8KfBvpdQJEUkDfgfMd8x0oOlQOOo6hP/03+9iiVW8DUtMcpp1kKTpeLh6T+8Fdiul8pRS74jIT4FeaOdGR8WZnp+16jkf+AxYgmXAm6aU8quejTBNkQ10FpF1WFJAvQtsBaZgmZI1A98BNyulDvtNSo03cKbr7VjiULsqpQ5Zp+dEG8cdGnfP9A3WNnnAXKVUln9E1HgJR11vt/5NBW5VSuUopVYopX6vlPrWn4JqWoWrZ3oqlvc0AEqpO/1tNGlahTM9b8Oi50RreNwcYKGdM8tvSCDGu4vI1UAoUKGUyhSREcAYLN6km6xtZgD/B5ijlKrwn7Sa1tBMXacqpcr9J62mpTRTzzc5hlBpOg5a18ZA69kYeKjnmcByLI5Kv2WtcCTgQixE5Ebg/2IZmfQXkRKl1K+BwyKSLCIzlVIfYwkArwJ0YvkOSgt0remAtEDPgTfqNwha18ZA69kYNEPP0Vj0XOdHcRsRUAayWKqm/QZ4WCn1sYj0Bw6KSJRS6i4si3XusWYv6A/cpT2KHROta2Og9WwctK6NgdazMQgEPQeUgYzFG1wGnAdQSp0WkQ3AjSKyEkue1LFAPyBTxzJ1aLSujYHWs3HQujYGWs/GoMPrOSAW6YnIMABrLPER4AMRWSAiLwGRwE+wjFAilVIHlVJvtUdlaJpG69oYaD0bB61rY6D1bAwCSc8d3kAWkZ8AmSKyGUAptRJYAyQAxcBDylJpqxvQ2V9yalqP1rUx0Ho2DlrXxkDr2RgEmp47dBYLEYkGtgD/D5gEhCulbnXS7nbgl1jSPv3QtlJqvIHWtTHQejYOWtfGQOvZGASinju0gQwgIr2BUixlol8ETEqpRdZjIcC1WGJd7lNKZfpNUE2r0bo2BlrPxkHr2hhoPRuDQNNzhzeQ7RGRbsBfgSql1O3WfHuDgANKV9MKKLSujYHWs3HQujYGWs/GIBD0HFAGMoCIxGOJeZmEJcZ6qlLqrH+l0vgCrWtjoPVsHLSujYHWszHo6Hru8Iv0HLHGtBwCugDzOpIyNM1D69oYaD0bB61rY6D1bAw6up4DzkAWkVjgBmCWUupbf8uj8R1a18ZA69k4aF0bA61nY9DR9RxwIRYAIhKhlLrsbzk0vkfr2hhoPRsHrWtjoPVsDDqyngPSQNZoNBqNRqPRaFpKwIVYaDQajUaj0Wg0rUEbyBqNRqPRaDQajR3aQNZoNBqNRqPRaOzQBrJGo9FoNBqNRmOHNpA1Go1Go9FoNBo7tIGs0Wg0Go1Go9HY8f8BgaH4bQSxIdEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Plot test results -------------------- #\n",
    "df = datasets_revised[index_test].reindex(dfs_x[index_test].index)\n",
    "df['y'] = y_test\n",
    "df['y_pred'] = y_pred_test_bin\n",
    "c = crashes[index_test]\n",
    "t_start = ['1956-01-01', '1971-01-01', '1976-01-01', '1983-01-01', '1995-01-01', '2004-01-01',\\\n",
    "            '2010-01-01']\n",
    "t_end = ['1963-01-01', '1981-01-01', '1983-01-01', '1988-01-01', '2003-01-01', '2010-01-01', \\\n",
    "            '2016-01-01']\n",
    "rcParams['figure.figsize'] = 10, 6\n",
    "eval_.plot_test_results(df, c, t_start, t_end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression prediction of a crash within 1 months: 0.48\n",
      "Linear Regression prediction of a crash within 3 months: 0.65\n",
      "Linear Regression prediction of a crash within 6 months: 0.68\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Current prediction S&P 500 -------------------- #\n",
    "# train on all available data:\n",
    "x_train, y_train, _, _ = data.get_train_test(dfs_x, dfs_y, dataset_names, test_data=None)\n",
    "thresholds = [0.07, 0.075, 0.085] # <-- determined by eval model for each prediction\n",
    "dataset_original = ['^GSPC_11-05.csv']\n",
    "dataset_name = ['S&P 500']\n",
    "crash_threshold = [-0.0936]\n",
    "data_new = DataLoader(dataset_original, dataset_name)\n",
    "dataset_revised, crashes = data_new.get_data_revised(crash_threshold)\n",
    "dfs_x_new, dfs_y_new = data_new.get_dfs_xy_predict(months=months)\n",
    "x_new, _, _, _ = data_new.get_train_test(dfs_x_new, dfs_y_new, dataset_name, test_data=None)\n",
    "\n",
    "for index_month in range(len(months)):\n",
    "    y_train_ = y_train[:, index_month].astype(int)\n",
    "    lm = linear_model.LinearRegression()\n",
    "    model = lm.fit(x_train, y_train_)\n",
    "    y_pred_new = model.predict(x_new)\n",
    "    y_pred_new_bin = y_pred_new > thresholds[index_month]\n",
    "    y_pred_new_bin = y_pred_new_bin.astype(int)\n",
    "    current_pred = np.dot(np.linspace(0,1,42)/sum(np.linspace(0,1,42)), y_pred_new_bin[-42:])\n",
    "    print(str(model_name) + ' prediction of a crash within ' + str(months[index_month]) \\\n",
    "          + ' months: ' + str(np.round(current_pred, 2)))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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